septum-mec/actions/lfp_speed/data/20_lfp_speed.ipynb

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465 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"12:54:11 [I] klustakwik KlustaKwik2 version 0.2.6\n",
"/home/mikkel/.virtualenvs/expipe/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
" return f(*args, **kwds)\n",
"/home/mikkel/.virtualenvs/expipe/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
" return f(*args, **kwds)\n",
"/home/mikkel/.virtualenvs/expipe/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
" return f(*args, **kwds)\n"
]
}
],
"source": [
"import os\n",
"import pathlib\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib import colors\n",
"import seaborn as sns\n",
"import re\n",
"import shutil\n",
"import pandas as pd\n",
"import scipy.stats\n",
"\n",
"import exdir\n",
"import expipe\n",
"from distutils.dir_util import copy_tree\n",
"import septum_mec\n",
"import septum_mec.analysis.data_processing as dp\n",
"import septum_mec.analysis.registration\n",
"from septum_mec.analysis.plotting import violinplot, despine, plot_bootstrap_timeseries\n",
"from phase_precession import cl_corr\n",
"from spike_statistics.core import permutation_resampling\n",
"import matplotlib.mlab as mlab\n",
"import scipy.signal as ss\n",
"from scipy.interpolate import interp1d\n",
"from septum_mec.analysis.plotting import regplot\n",
"from skimage import measure\n",
"from tqdm.notebook import tqdm_notebook as tqdm\n",
"tqdm.pandas()\n",
"import scipy.signal as ss\n",
"\n",
"\n",
"from tqdm.notebook import tqdm_notebook as tqdm\n",
"tqdm.pandas()\n",
"\n",
"import pycwt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"colors = ['#1b9e77','#d95f02','#7570b3','#e7298a', '#4393c3', '#d6604d']\n",
"labels = ['Baseline I', '11 Hz', 'Baseline II', '30 Hz', 'Baseline', 'Stimulated']\n",
"plt.rcParams['figure.dpi'] = 150\n",
"figsize_violin = (1.7, 3)\n",
"figsize_speed = (4, 3)\n",
"plt.rc('axes', titlesize=10)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"project_path = dp.project_path()\n",
"project = expipe.get_project(project_path)\n",
"actions = project.actions\n",
"\n",
"output_path = pathlib.Path(\"output\") / \"lfp_speed\"\n",
"(output_path / \"statistics\").mkdir(exist_ok=True, parents=True)\n",
"(output_path / \"figures\").mkdir(exist_ok=True, parents=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"data_action = actions['lfp_speed']\n",
"output = exdir.File(\n",
" data_action.data_path('results'),\n",
" plugins = [exdir.plugins.git_lfs, exdir.plugins.quantities])\n",
"\n",
"ignore = ['wavelet_power', 'wavelet_freqs', 'signal']\n",
"results = []\n",
"for group in output.values():\n",
" d = group.attrs.to_dict()\n",
" d.update({k: np.array(v.data) for k, v in group.items() if k not in ignore})\n",
" results.append(d)\n",
"results = pd.DataFrame(results)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
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" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>freq_score</th>\n",
" <th>sample_rate</th>\n",
" <th>power_score</th>\n",
" <th>action</th>\n",
" <th>channel_group</th>\n",
" <th>max_speed</th>\n",
" <th>min_speed</th>\n",
" <th>position_low_pass_frequency</th>\n",
" <th>mean_freq</th>\n",
" <th>mean_power</th>\n",
" <th>speed</th>\n",
" <th>speed_bins</th>\n",
" <th>theta_freq</th>\n",
" <th>theta_power</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.191729</td>\n",
" <td>1000.0</td>\n",
" <td>0.432532</td>\n",
" <td>1833-010719-1</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>0.255882</td>\n",
" <td>1000.0</td>\n",
" <td>0.434938</td>\n",
" <td>1833-010719-1</td>\n",
" <td>1</td>\n",
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" <td>[0.02795137493203615, 0.0283076211590443, 0.02...</td>\n",
" <td>[0.02, 0.04, 0.06, 0.08, 0.1, 0.12000000000000...</td>\n",
" <td>[6.799999999999997, 6.799999999999997, 6.79999...</td>\n",
" <td>[3.649171825378523, 3.6511305369806806, 3.6530...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.169116</td>\n",
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" <td>0.338942</td>\n",
" <td>1833-010719-1</td>\n",
" <td>2</td>\n",
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" <th>3</th>\n",
" <td>0.071480</td>\n",
" <td>1000.0</td>\n",
" <td>0.141405</td>\n",
" <td>1833-010719-1</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>0.02</td>\n",
" <td>6</td>\n",
" <td>[7.256682286107137, 7.237350035531646, 7.27254...</td>\n",
" <td>[13.017027147293039, 12.651121743582284, 13.91...</td>\n",
" <td>[0.02795137493203615, 0.0283076211590443, 0.02...</td>\n",
" <td>[0.02, 0.04, 0.06, 0.08, 0.1, 0.12000000000000...</td>\n",
" <td>[6.399999999999999, 6.399999999999999, 6.39999...</td>\n",
" <td>[1.9508693636836856, 1.9523977795413874, 1.953...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
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" <td>1000.0</td>\n",
" <td>-0.012191</td>\n",
" <td>1833-010719-1</td>\n",
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" <td>1</td>\n",
" <td>0.02</td>\n",
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" <td>[0.02, 0.04, 0.06, 0.08, 0.1, 0.12000000000000...</td>\n",
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],
"text/plain": [
" freq_score sample_rate power_score action channel_group \\\n",
"0 0.191729 1000.0 0.432532 1833-010719-1 0 \n",
"1 0.255882 1000.0 0.434938 1833-010719-1 1 \n",
"2 0.169116 1000.0 0.338942 1833-010719-1 2 \n",
"3 0.071480 1000.0 0.141405 1833-010719-1 3 \n",
"4 0.216792 1000.0 -0.012191 1833-010719-1 4 \n",
"\n",
" max_speed min_speed position_low_pass_frequency \\\n",
"0 1 0.02 6 \n",
"1 1 0.02 6 \n",
"2 1 0.02 6 \n",
"3 1 0.02 6 \n",
"4 1 0.02 6 \n",
"\n",
" mean_freq \\\n",
"0 [7.154332133229601, 7.106500202042717, 7.13862... \n",
"1 [7.035831237674811, 7.05973079549096, 7.120455... \n",
"2 [7.156957284750235, 7.121730043055997, 7.17760... \n",
"3 [7.256682286107137, 7.237350035531646, 7.27254... \n",
"4 [7.095817125902336, 7.050223640391819, 7.12869... \n",
"\n",
" mean_power \\\n",
"0 [18.005621200653046, 18.66435212100411, 20.504... \n",
"1 [16.966011451769536, 17.60417640800431, 19.452... \n",
"2 [14.747162413722597, 15.548073560884317, 16.81... \n",
"3 [13.017027147293039, 12.651121743582284, 13.91... \n",
"4 [32.456068185302364, 23.01562486642484, 21.395... \n",
"\n",
" speed \\\n",
"0 [0.02795137493203615, 0.0283076211590443, 0.02... \n",
"1 [0.02795137493203615, 0.0283076211590443, 0.02... \n",
"2 [0.02795137493203615, 0.0283076211590443, 0.02... \n",
"3 [0.02795137493203615, 0.0283076211590443, 0.02... \n",
"4 [0.02795137493203615, 0.0283076211590443, 0.02... \n",
"\n",
" speed_bins \\\n",
"0 [0.02, 0.04, 0.06, 0.08, 0.1, 0.12000000000000... \n",
"1 [0.02, 0.04, 0.06, 0.08, 0.1, 0.12000000000000... \n",
"2 [0.02, 0.04, 0.06, 0.08, 0.1, 0.12000000000000... \n",
"3 [0.02, 0.04, 0.06, 0.08, 0.1, 0.12000000000000... \n",
"4 [0.02, 0.04, 0.06, 0.08, 0.1, 0.12000000000000... \n",
"\n",
" theta_freq \\\n",
"0 [6.799999999999997, 6.799999999999997, 6.79999... \n",
"1 [6.799999999999997, 6.799999999999997, 6.79999... \n",
"2 [6.799999999999997, 6.799999999999997, 6.79999... \n",
"3 [6.399999999999999, 6.399999999999999, 6.39999... \n",
"4 [6.399999999999999, 6.399999999999999, 6.39999... \n",
"\n",
" theta_power \n",
"0 [3.990633076071412, 3.992883430179942, 3.99513... \n",
"1 [3.649171825378523, 3.6511305369806806, 3.6530... \n",
"2 [3.069575227276876, 3.0713927350182493, 3.0732... \n",
"3 [1.9508693636836856, 1.9523977795413874, 1.953... \n",
"4 [1.2545438245339104, 1.2553897239251606, 1.256... "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"identify_neurons = actions['identify-neurons']\n",
"sessions = pd.read_csv(identify_neurons.data_path('sessions'))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"results = results.merge(sessions, on='action')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Frequency score"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"query_base_i = 'baseline and Hz11'\n",
"query_stim_11 = 'stimulated and Hz11'\n",
"\n",
"query_base_ii = 'baseline and Hz30'\n",
"query_stim_30 = 'stimulated and Hz30'\n",
"\n",
"query_stim_combined = 'stimulated and Hz11 or Hz30'"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"U-test: U value 37221.0 p value 1.9679601390031718e-50\n",
"U-test: U value 16950.0 p value 1.642880876541107e-32\n",
"U-test: U value 72140.0 p value 2.0364061218728567e-30\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 255x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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pdXiV178R+A3gCsADHgR+Tyn12dZYvHq++8gJKpUA2xZdXyW/UbJZh2KxxtmpMocPnuWCveNpm2ToIFLzhKSUnwA+A2SBW4DbgHcB90spL1jF9T8PfBm4HPgH4C+AC4F/llLe3CKzV0Ucax579ASVckCuj72gBkIIclmXciXg0UfMkszwQlIRISnllcBHgbuAq5RSH1FKvRt4BzAB/N55rp8Afh84AVyulHqfUupDwEuBA8DHViNkreLZw9PMzFSJophMprezo1dLNudSrQYcOniWkqmwNywiLU/oQ/XHm5VSC59IpdTngK8Db5VSbl/h+quAo8CnlVILf1qVUrPA50l+r1c23epV8sRjJ6lWAzJZt+ezo1eL41g4tkW1EqKeOJW2OYYOIq0/0zcAIYngnMttwOuA64G/WupipdRXgb3L3Psl9cfjG7RxXQR+xIFnzlKthgwPZ9MwoWPJZhNvaL+a4uqX70jbHEOH0HYRklJ6wG7gkFKqtsQpB+qPl6zhni6JKP0S8CbgdpYWuJZz+PA0lUqAgL7dll+OTNamWKxx/Pgcc7NVhoxIG0hnOTYGCODsMscbTWhG1nDPI8ATwC8A9wFvV0qlshf8zP4z1KohmYxjlmLnYFkWjmvh10KeeeZM2uYYOoQ0RKiROryUF7T4+VX9mZRSWsBngf8BfAv4XuBeKeXOjRi5HuJYc/jQNDU/xDMB6SXJeA41P+Lwwem0TWkb8UyF2jcOUrvzALX7DqP9MG2TOoo0vimNmTDL1TE0qjxXNdJTKRUD7wOQUgrgvwEfAf4A+MH1m7l2Tp2cp1isEUca1zVLsaXwMg7l6QpHj8wQ+BFuH3QVKN5yD7V7D0MUIzyb/I9fTf6dV6ZtVseQxjdlFohZfrk1vOi8NVFfgv0XYBr4/nr8qW0ceXYG34/wPNssxZbBtgUIkjn2x+fSNqctRKfmic+UiKdKxLNVopPzaZvUUbRdhOpb8geAXfWA8rk0dr0eX+4eUsqLpZTvkFJuXeL+IfAsye821gSTV83RI7N989d9vQgh8Fwb3484eqQ/elDrSgCxRhQ80BpdNm1NFpPWmuEOkuXYtUscuxHQwN0rXP9zJFnSP3HuASnlAHARMAOc3qihqyWKYo4fm1vwhAzL43o2gR/x3NE+EaGSD7EGx4JIJ6JkWCAtEfqz+uMnpZS5xpNSyrcDrwU+r5Q6usL1f02ypPtPUsqFhJO6Z/WHQB74U6VU23pHTE2VqFZDNBrbNvGglXBdmyCIOHlyniiK0zanpWg/QvtRIkKuhY51IkqGBVLZwlFK3SulvAV4P/CwlPJWYAfwTuAk8CuNc6WU1wHXAQ8ppW6tX/+wlPK3gd8Gviul/AegCryBJL/oDpLYUNs4fmyeIIhwXRMPOh+2nfz7+LWIUyeLbN02lLJFrUOXEy9Ia43lWOg4NiJ0Dmn+yf5g/adGUsbxeuDvgFcrpQ4sOu864OPA2xZfrJS6GXg78DDwY8D/AfjAfwLeqJSqttj+F3DyxDxBEOM6Zil2PoQQOAve0Ko2QbuWuL4UE5YAy4JYExeXy07pT1JLZqnvZH2q/rPSeTcBNy1z7Fbg1mbbth5OnSwSBlFfdlBcD65jEwYxp0709k6RLtYg0mCL5KceE9JhjDAZ9YBpatYUfD9i+myZMIxNftAqcVyLIEiWY72Mnq+h4zjxgiyB1jpZnhlvaAHzjWkCZ6ZKhEGMEALLMv+kq8FxLMIw5mxdvHuVeO55T0gIgbDrS7K5tkYLOhrzjWkCp08VCcMIx3hBq8ayBEJAGMacmSqlbU7LiGerEMXQ2DG1BUQxes54Qg3Mt6YJTE2VCcLYVM2vASEEjmMThjFTPSxCeraCjuLEAwKwLXSoiWcrK1/YR5hvTRM4M1UiMiK0Zuz6kuzMVDltU1pGPFN9PjANC55QPGOWYw3Mt2aDaK05cyaJa5gkxbWRxIWi3l6OTZdfsBwTtoWOYuIZ4wk1MN+aDVIuBVQrAVGkjSe0RhzbIgo1Z8/2sCc0W33hdrxtJZ7QtBGhBuZbs0HOni0TRTF2fffDsHpsxyKKYorzPn6tN3vsxGdf6AnhWBDGaOMJLWBEaIM08oNs4wWtmWSHTBBFMdM96BnoSpBUzEdxIj4sWo6d6V3vb62Yb84GSUb7mKLV9WLbiQjN9KBnEE9Xku14IZKyDQBHQGhiQosx35wNMjNdSXbGjAitC9uxiMKYmR7cLYrPlJJuios/G42Y0HwN3aNL0LVivjkbZG6uuhATMqwd27aIIs3cbA+K0NkKOnx+KQYkpRuivk1vlmSAEaENobVmfq5GFGss4wmtC9tKlmM9KULTZThHhBZKN8w2/QLmm7MBarUI3w+JI208oXVi2RZRrCnO914ZQ3y2/MJs6QaOhQ6NJ9TAiNAGKBVrxLFGWJjt+XViWYI40pRKflJh3kPEM5W6J3TOZ2MhV8iIEBgR2hDlckAcaSzLCNB6sW1BHGuCICYIequaPtkd08/nCNURtkg8IbMcA4wIbYhaLSTWGst4QetGiKSaXmtNrdpbDeDj2eqyyzEinVTYG4wIbYRaNUTHPJ8DYlgXQiTeULXHtqxf1MajQX05po0IAUaENoTvR2itTTxogzQ8ocDvneWYDqKkyf3iCvo6whZo4wktYERoA8SxRgNGgjZI/R8wjntIhErPT9ngXE/ZsiCOTYvXOkaENkAca9DaqNAGEQi0rv979gjxfC2ZsrFUYbOVNLyPi2b0DxgR2hCWJepribQt6W40GiHoqf7cjdHPL/KCIHlOa3Q1QPeQ8K6X3nnXU8BxrIV4hmH9JM6k6Kl+TLpSF5il4oWWSI5p0D22I7geUps71gu4XjJttZkaVCzONO9mLWJgYKSp90uC+/TWuKTG6OelPKHGU1on5+XbalnHYURoA+TzbpLx20SX+r/c9L817V6t4nf/76837V5aa3QMli16anCk9sNkmb6EJyTE88t47UftN67D6KE/Pe0nX/CaLkL9RqPsxbIsMpke+psYnmfTQpAc7+GZa6vFiNAGGBrKJGUHWhshWidJGxSLoeFMT5W/6POkGzQcpPOd1w8YEdoA2axLPu8tdAc0rJ0o1Di2xehojwVGFv4mreAKaZK4UZ/TQ/5vOoyN5zl+bK4+h97e8P3+602fb4JV3UMYRjiOxdh4j4nQahAsvXvWZxgR2iCTk4M8pU4TBhHk3A3fr9k7T51OEMRksg6TWwfTNqW5LCwtl/F0GluqPbQEXS9mObZBtmwdxHXtnmtD0Q7iWBNGiQc5OdlbIiQsUQ8+L31cLz6vz0nVE5JSvgf4MCCBMvAV4GNKqcOrvP564NeBVwIDwDHgC8DNSqnTLTH6HLZtH8J1baIoXgiyGlZHEES4jsXwSI6BwUza5jQXx1p5qdXYvu+hBM31ktq/gJTyE8BngCxwC3Ab8C7gfinlBau4/qfq17wO+CLw/wJHgQ8A35ZSTrbG8heSz3tsmRzA9Wx8k/OxJvxahJdx2LNnNG1Tmk9DXJbIZE0y7JPte2FEKB1PSEp5JfBR4C7gRqWUX3/+H4DPAr8HLJu1J6UcJRGdIvAKpZRadOxm4DeB/xP4yVb9DovZvWeUQwen8WshuSbEhfoBrTU1P2RkOMvuC3pPhIRrr1xX2PCEmrCZ0e2kJcMfqj/e3BAgAKXU54CvA2+VUm5f4frvBwaBP1ksQHV+B6gBP9hEe1dk30UTZDKJJ2TyhVZHGMYIkoTPXbt7LxgvHOv5hMRzWQgI1cWqz0lLhG4AQhLBOZfbSN6+61e4/gngY8A/LXEsAgKSGFFbmNhUYGw8j+Pa+H5vdQdsFdVqSCbrcMGFYzhOD34R3aSucElPaHEjPCNC7V+OSSk9YDdwSCm1VFenA/XHS5a7h1LqAeCBZQ6/mUSAljvedIQQXCw3c+LYPNVKSDZrlmQrkfSTDhkZzXLxJZvSNqclnNcTEsnOmNkdS8cTGiN5e84uc3y2/rhmH11KOQz8bv1//2Dtpq2fSy/bTCbrEASRyZ4+D34twrIFw8M59lwwlrY5rWFBhJY4pustPsxOKpCOCDVKpZfrbdl4PruWm0opB0l2yS4C/h34s3VZt06GR3Ls3DVCJutQqZgeMStRqQbkci6XXLq5p+rFXoBtcd6Wm0aEgHREqDFsabm+DY2EkeJqb1jfjr8DuBb4JvCjSqm2R4gvv3Ir+bxLtRKaRmfLEIYxgR+Ry7lcfkVbsijSYSFZceXAtCEdEZoFYpZfbg0vOu+8SCkvB74FXA3cDrxBKTW/USPXw9594wyP5LBtQa1qAtRLUakEZHMuey4YZXgkl7Y5rWelVh4GIAURqm/JHwB2SSmXiuDurT8+fr57SSlvIMk12gn8FfCWtAQIwLatBW+oXAmMN3QOcaypVgLyeZcrr9qWtjmtZaX3vhErMh8PIL0t+jtIlmPXLnHsRpK35+6VbiClfC3wr8AQ8Eml1E8szjlKi8uvmCRf8BZGGxuep1oJ8DybzZsH2N2LWdKLCeO6EK3g8pgNDCA9EWoEjT8ppVzwyaWUbwdeC3xeKXV0uYullOPAPwA54DeVUh9rpbFrIZ/3uPSyLYk3VE5dEzsGrTXlSkC+4PGyq7f1/MBIHcQsO5RO1KdtBJHxlkmpbEMpda+U8hbg/cDDUspbgR3AO4GTwK80zpVSXgdcBzyklLq1/vSvApPADOBIKW9a5qVuVkq1/c/NVdds59FHjlMq+YRh3FNTJNZLrRpiW4Lh4SyXXLolbXNaT2OczzIjfxrTNqiF0Od5ZWlW0X8QeBL4BZIyjjPA3wG/pZQ6sOi864CPkxS7NkToLfXHkfqx5fivJEHwtjI6lmfvRRMUiz7lss/Q0JqyDXoOrTXlckBhwONlV2/vC1GOyyvMHRMs7JzpcoAwIpQO9S30T9V/VjrvJuCmc567qmWGNYlrXr6D/eo0Z6bKRIX+bvHh+xEazcBghsuv7OFt+UXoYq0uQi9+34UQCMuqT2GtYY31YVfJRfTvN6PFbN02xM5do2SzDpVyfycvlss++bzH5VdM9k1JSzxTgTBG2MvEvmyBjmLimWp7DetAjAi1kJe/Ygf5gkelGvRtdX0QREShplDwuOrqlRoj9Bbx2Qo6ipdvWmZbEMbE0+X2GtaBGBFqIbsvGGXzlgE8z+7bUo5yySdfSEo0eq574grEp4oQRsuKkHDqInRy1YUBPYsRoRYihOCaV+ygkPeolPsveTEMY/wgKdG4+pr+8YIAopPz6CBevl+Qa6PDiOhkarm1HYMRoRZzsdzE6Fge2xFU+6yUo1L2yWVdLtw7zvhEIW1z2ob2I6IT8xBEy/cLcu3kvOdWVZ3U0xgRajG2bXHlVdvI95k3FMeaajUkX3C5+uU70janrUTHZqHRb3yZwLTwbPAjoiMzSc5QH2NEqA289IpJBgYzaHTfNMOvVAIyGYetW4fYvmMobXPaSnjwLNoPwXOWzwx3LXSc5AlFx+faa2CHYUSoDWQyDpe9dEviDfVBgFprTaUckMu7XHXN9p4v0TiXcP8UuhYissu3bhVCIDI2uhYS7p9qo3WdhxGhNnHlVdvI5VyCICIMe7twsVYLsW3ByGiOfRdPpG1O2wn3T6GrIWRWzgUWWRddDQnbMyKvYzEi1CZGRnJcuHeMXNbteW+o4QVdfsVk32WKx8Ua4cGzUA3PW44hsg66GhA8dqJN1nUm/fUJSZnLr9xKLu9S7eFeQ0mPbU0u5/LSK7ambU7bCR47mXhBrnX+wYZZB2rJDll0ptQeAzsQI0JtZNfuUcbH87iu3bPb9dVKQDbncNHFExQKy3Xw7V2CB59DV3zEKoZgCtsCz0ZXAoKHjrXBus7EiFAbsSzBZZdPkssl3lCv0diW71cvSGuN/+BzSWV8fnU1ciLvossB/gPPtdi6zsWIUJu59LItZHMOURQThr21XV+rhbiuzfhEnh07h89/QY8RPXOG+FQRHUSr7hEkCh667BM8fCzZ1u9DjAi1mXzBY+++cbJZl0qltz50jaXYpZdN9t22PEDt3sPooo/Iu6sfaugl2/jxbBX/wf5ckhkRSoGGN1Sr9s5ooDCMCaOYbM7lJZduTtuctqNjjX/fYeJSDbGGWJgQAjHgocOt49MAACAASURBVIs1/LsPtc7ADsaIUArs2jPK0FAWyxY9k0FdqwZkMw67d4/2VbV8g/DJU0TPzaH9CJFfW0BeDGTQRR//288Sl/qvL7kRoRSwbQv5ks1ks05P7JJpnQSkszmXl1zWf14QQO3OZ4jna1gFb+3z5T0bbEE8V8O/91ArzOtojAilhHzJJrJZB78Wdn3Ds7A+2iifd7nwwvGUrWk/cdmndvch9HwNsQ4vUAiBGMyg56tUv7a/BRZ2NkaEUmLz5gEmJgq4ro1f625vqFoLyWQd9l40gestXy/Vq/h3HSSeriTfpuz62raLgQy6FBA+dZrwwJnmGtjhGBFKCSEEF8nEG6p2sQhpralVQ7JZByk3pW1O29FaU/13hZ6rIgYz694VFI4FBZd4rkb1S6rJVnY2RoRSRF6yiUzWIfCjrl2SBUGEsGBgIMPO3SNpm9N2goePER48Q1wJ1rUUW4w1nEXPVal9/UDSKL9PMCKUIqNjeTZtHsD1bGpd6g01vKC9F433XbEqQPULjxPPVrEGM0kZxgYQWRcci3imQvVLTzbJws6n/z41HcZFF0+QzThdKUJaa2q1iEzG4aKL+28pFj49lZRpzNcQw80ZcCmGc8QzFSr/9iRxn4wRNyKUMhddPNG1S7IgiBeWYv1YplH+50eTuWEFb/mG9mtEFJJyj3iq1DexISNCKTM6lu/aXbJaLSSTcbhg71jfLcXCp6fwv/kseq6KNZJr2n2FEIiRHPF0hcrnH+uL5MX++uR0KHsvGieT7a4lWbIUC8lmHPZd1H/dE8t/91ASPC54SdP6JiIGPNCa+GSR6r8+3tR7dyJGhDqAvfsmyGTsZGZ7l9SSNVrUZnMuu/psV8x/5Dj+d44mXtBo87ygBkIIxGiO+GyZyucf7/kprUaEOoBNmwsMD+dwHKtrasn8+lJszwWjOE7/JCjqWFP+y+8Qny0neUFNigWdiyh4SSnH6SLlv3+4Ja/RKRgR6gCEEFy4b5xMF+2SJbtiNhfu7a8yjdrtTxOqU8QlH9ECL6iBEAJrPE88XaH6tf2Eh8627LXSxohQh3Dh3jG8jINf6/wlWRTFRFGceEIXjqVtTtuIizXKf/0A0VQJazS34byg8yGyLuQc4jMlSn/yrY7/XKyX9RW6NAkp5XuADwMSKANfAT6mlDq8jntdCXwbeJ9S6k+aamgb2L5jmHzeZXamQhjEHV2DVauFeBmHbduHya2il3KvUP7bh5JBhbFuWl7Q+bDG88RHZgkePU7tzgNkr9vbltdtJ6l5QlLKTwCfAbLALcBtwLuA+6WUF6zxXruAW4Gu/UbYtsWeC0bxMg61Dm/z6deXYhf0kRcUqFNUv/Qk8Zky1kShbZ0jhWMjRnJEp0uUP3M/8Vy1La/bTlIRobrX8lHgLuAqpdRHlFLvBt4BTAC/t4Z7vQ64F9jTAlPbyp4Lx5JdslrnBqfjWBME0UJ+UD+gg4jSp+8jniolrVvb7P2JkSzEMdGxWUqfub+tr90O0vKEPlR/vFkptZCNpZT6HPB14K1Syu0r3UBKOSSl/AvgP4Ah4BstsrVt7N4ziuc5CzGXTiQIIhzHYmQ0x2gLA7OdROWzjxLsP51M0RjPt/31hRBYmwrEZ8rUbn8a/4GjbbehlaQlQjcAIYngnMttgACuP889LgR+EvgScAVwezMNTIN83mNychDPszt2q96vx4P27Bnti2b24cGzlP/pEeLTJcREvuXB6OUQWRcxmCGeKlH8o/t6KpO67f+iUkoP2A0cUUrVljjlQP3xkvPc6hjwKqXUDyilDjbTxjTZXY8LdWIJh9aamp/Eg/Zc0PtLMe1HFD91N/FUCTx7TQ3sW4EYy6P9iOjwNKU//3aqtjSTNHbHxkg8neUSH2brjyum4SqlTgGnmmhXR7DnglE8z6ZYrKG17ihvI4o0aE0m47C9DwpWy3//EMGTp9BFH2vHcOrvhbAE1uYC8Ykitdv2471iJ5lX7krVpmaQhm/Z+HOylBe0+Pn27IF2GJu3DJIveFhCLJRGdAq+H+J5Dtt3DOO2KFO4UwgeP0nl1u8Sny4iNhXOP1e+TTSWZdGpIqU/urcnSjrS+JdttIxbzrdttKcrtsGWjsOyBLt2jSRLsg6LC/l+hJex2bV7NG1TWkpc8pn//buSOFDOxUp5GXYuYiwHsSY6MkvxlnvQXdYC5lzSEKFZIGb55dbwovP6kp27RurB6c6JC2mtCfwIz7XZuat3C1a11pT++D6ig2fRtRAxUUjbpBchhMDaPEA8Xcb/1hGq//ZE2iZtiLaLUH1L/gCwS0q5VMJFIyW093sYLMOOugiFQdwxqfphGGNZgnzBY2JT530xm0XtjmeSGWJTJazNA2ufIdYmhGcjxvJEp+Yp/+UDhAe7t7YsrYXuHSTLsWuXOHYjoIG722lQJzEykmVwKIPtWARBZyzJfD/C82y27xjG6tAv5kaJjs1R+pNvEZ0sIkZyiHWO72kXYigDrk10cp753/06uhqkbdK6SEuE/qz++Ekp5ULGm5Ty7cBrgc8rpXorI2sNCCHYvmMYz7UJOiQuFAQRbl2EehHtR8z/z68ntWGWSLKUO5xGEqMu+4RPTVH6s+7ctk9FhJRS95LUi70KeFhK+d+llH8D/CNwEviVxrlSyuuklDdJKd+Whq1psX3HMK5n4wfp75AtxIM8u2e35st/8wDB4yfR87VkGdZBqRErIWwriQ9NFal+9Slqd3dfylya+44frP/USMo4Xg/8HfBqpdSBReddB3wc6CsR2rZtCNe1CYP0W3uEYYywBNmsy0QHBmo3iv/A0aSf86kiVgdtx68WkXMRQ1mik/MUP30f0anu2lgWaX/AOxUp5WP79u279Itf/GIqrx/Hmv/1h/fx3NFZhoazqeblVMoBQRDx0ismefuPXJ6aHa0gni4z86v/SvjUKXBtrC4VWa018bE5RM4l88rdDN38plaKaVPdxO6S/D7CsgSTWwdxXTv14HQQRLiuxdZtQ6na0Wx0rCnecg/RkRl0pBFj7S9ObRaNbXs9V8V/5DiVf+yelrBGhDqYLZODuK5FmHJcKAgiHNdmcutgqnY0m+q/PYH/rSPE02WszYWO3Y5fLcK1ERMF4lPzlP/5UYInTqZt0qowItTBTG4dxEnZE4pjTRRrXNdiy2TviFB4eJryXz1AdGoeMZZHeJ29Hb9arIEM5FziU0Xmf//urqi2NyLUwWzeMoDrWkSxTm06axgm/YOGhnM908pV+xHF37+L6OQ8OHaSb9NDWBMFdC0gOnCG8l90/ra9EaEOJp/3GBzM4thWasWsYRDjOBabN3dnwHYpKv/8yPPV8Zva16q1XSTV9gPJKOmv7ce//0jaJq2IEaEOZ9OWARzXIgzTWZKFYYzr2mzaPJDK6zebYP9UMkP+VBEx0X3b8atFZJNt+/h0keKn7yWeX65pRfr05jvQQ2zaVMBxUvSEwsQT2tQD9WI6iCj94T1Jk7KsizXQWdXxzUaM5tBhTHRkllIHL8uMCHU4EymKkNZ6QYR6oWi18rnvEjx1Gl3ysSa6dzt+tQir0Zu6lPSmfvC5tE1aEiNCHc74RAHHsYnC9lfUR1GMbQuyWYeBwe4O3kbH5qh89tHUe0W3m8W9qUt/8k10B7YN7o93oosZHs7iehZCiKS9ahsJwxjbsRhv45ytVqC1pvgn3yQ6XQTXSr1XdLsRY3l0LSQ8OE3ls4+mbc6LMCLU4ViWYGwsj+1YbR8D1FiKjaUw5qaZ+PceJvjOUfRsta2DCzsFYYkkifFMicqt3yU6Npe2SS/AiFAXMD6eTlwo6gER0n5I+a8eID5TRgxnET3eG3s5RN4F1yI6U6b0l501QNGIUBcwNp7DcSyiNotQGMU4tsVYF9dUVb7wBOHhabQfIkb6Y1jjUgghsMYL6JkK/n3P4j9yPG2TFjAi1AWMjuWxbUHYxuWY1poo1Nhd7AnF8zUq//Jd4jOlpDSjy2vDNorw7CRIfbZM+W8eSL1FTAMjQl3A2Fh+wRNq1wcnijSWLchkHAa6NJ+m8rkkKREhEF36OzQbMZJDl3zCJ07h33s4bXMAI0JdwfBIFsdJYhntqiGLwmQpNjqW68pAbjxTofrvTxJPV7C69HdoBcKxEMNZ4rNlKv/4SEeMCzIi1AXYtsXISLatcaEwSrbnR7s0HlT5wuPEZytgC+iRwttmIYazxJWA8MAZ/G8+m7Y5RoS6hdHxZJu+XXGhhZ2xLhShuFij+mVFPFPBGjVe0LkI28IazhJPV6h89tHUY0NGhLqExXGhdhDWl2PdGJSufuUp4jNlsIwXtBxiOJtM6dg/RfhYus3PjAh1CePj+ba19NBaJyUbXbgzpsOY6peeJJ6tJHlBxgtaEmFbiIEM8WyFyr+mO2fUiFCXMLZoOdZq9zmONUKA61kMD3f+/K3F+N8+QnxiHoLY7IidBzGcRc/X8O8/mpS0pIQRoS5htL4cQ7d+hyypGbMZG8t33bTV6lefIp6rIYYyxgs6D8KzIeOg52vUvrY/NTuMCHUJjmMxMtKezOlurRmLpkoEjxxHF2uILq/6bxdiKEM8X6V254HUtuuNCHURC72FWrxD9nwjs+7qpujffRBd9MFz+rZGbK2IvIf2I6IT84RPnkrFBiNCXcR4Q4RaPAKo0dx+vMsaf9XuOYwu1RCDJha0WoQlsAoecbFG7d5DqdhgRKiL2LSpgOPaLd0hS3bGdNd1U4zPlgmfnkKXA0TeiNBaEAUPXfIJvvNcKjlDRoS6iE2bBxZaerTqwxIGSTfFgYEMAwPdE1fxH3wOXQnAs3u2eX3LyLn1Jdkc0dHZtr+8ebe6iIEBj3zew3ZEy7yhMIxxHZtNXTbiJ3jiFLoSJH1zDGtCWAKRddCVkPDx9icuGhHqIoQQyUBEx25ZXCgIIxzXYvOW7pq2Gj51Gl0NEdnemKTabkTWQVcDgqdOt/21jQh1GVsmkzlkQYvmkIVBMmdsy2T37IzpSpC0LPUjyBgRWg8i66BrIdGBs21/7VTfMSnle4APAxIoA18BPqaUWlWjEynlLuBm4EZgHHgKuEUp9b9aY3H6bJkcxHVtqpXmT02IY510U3QstnSRJxQdn4MwAks0bYrGVK2z+jAvxURmqHk3c20IYqITc+hYt7UBXGoiJKX8BPBR4HHgFmAX8C7gTVLK71FKHTzP9buBe4BNwN8BJ4C3A38spbxEKfWrrbQ/LSYnBxdyheJYNzWjubE1PzycpdBFJQ/RiXl0EIPbPMf+JV/4YNPu1SpO/8hnmnczx0LHGl2LiM+UsNuYI5bKckxKeSWJAN0FXKWU+ohS6t3AO4AJ4PdWcZv/CWwD3qaUeo9S6teBK4D7gF+WUl7TGuvTJV/wGBnN4ToWYdDcJVlQX4pNbmviX9g2oEs+RDH0ySyxViCESLyfOE7+PdtIWu/ah+qPNyulFn5jpdTngK8Db5VSbl/u4roX9DbgHqXUvy26vkIibgL4hVYY3gls3TaE69oETRehCNe12Lq1e5ZiALrsQ6yT1h2G9WMJiDW6HLT3Zdv6as9zAxCSCM653EYiItevcP119XNuW+LYXYBff42eZNv2IVzPJmjiDpnWmsCPcF2bbduHm3Zfg+F8tD0mJKX0gN3AIaVUbYlTDtQfL1nhNhfXH58+94BSKpBSHgEukFJ6iz2tXmFb3ROaC6porZtSLR6FMcIS5HJuV2VKA4iMu/BXvFk88YO/37R7dQ1aJ0MB2rzDmEZgeozEi1luL7CRsjmywj3G648r3cMChoCptRrY6YyO5SkUXKank6RFtwnFmn4Q4bk2W7cNdV37DjHogWVBE8dkN3XnqQvQWqMjDbbV9j5MaSzHGr/hUl7Q4udX6qbVjHt0LZYl2LZ9GNe18f3mxIUCP8L1bLbv6L4vnz05hPAsaHKMrK+oe8IiY2O1uXtCGiJUqT8uJ7eNgqWVWr014x5dzfYdw3hec4LTWmuCIMLzbLbvWMkB7UzsbUPg2ElQtc1TansGPwLXTgS9zZ5wGiI0C8Qsv9waXnTecjSWYSvdQwOdn3G2TnbsrIuQH224mDWKNJAMOuymTOkGIufiXDAGWScpYjWsGV0JEDkH5yWb2/7abReheqD4ALBLSrlUteHe+uNK3befPOfcBer33Jm8lOrZP4vjEwXyeQ/L2ngxq++HeJ7Ntu1D2F2aa+NesRUr7xoRWgdaJ9vyIufhXrG17a+f1ifuDpKl1LVLHLuRxIu5e4Xr76yfs9Q2/Gvr975rYyZ2NpYlFpZkG40LNeJBO3Z279a89/IdiEIGXfI7YqpoV1GLQGuswQzu5f0jQn9Wf/yklDLXeFJK+XYSEfm8UurochfXj30FeL2U8m2Lrs8Bn6j/7y1Nt7rD2LFrZGFJtl601snOmGezY2f3xYMaOJdsxt41gsg46OJy+xWGpdDzSU9u79W7sQrtL9dJpXZMKXWvlPIW4P3Aw1LKW4EdwDuBk8CvNM6VUl5Hkpz4kFLq1kW3+RBwL/BPUsp/AI6SZFFfBPxfSqmH2vCrpMrOncO4nsPcXG3d+UJhGCNEkh+0eUv3xYMaCCHI3riPcP8U8XQZPWimbawGHcboYg17xwjZGy9KxYY0AwAfrP/USATl9SSFqK9WSh1YdN51wMdJBGYBpdRTwPcC/wy8iUTQSsDPAR9pse0dwdh4noEBD9sW686ebuyKdXM8qEHm+y7Gqidatrv+qVvRsxVEwcO9dEsqQWlIsYpeKaWBT9V/VjrvJuCmZY7tB3602bZ1C0IIduwc5uTJIoGfiMla8f2IbNbp6qVYA6vgkXvrpZT+/NvEZ8vogme8oRXQQYSeS7yg3DuuSO3fqrv/9BnYsTOJC/nryBdaXC+2Y1f3BqUXk/2Bl2BvH0paU8xW0zano4nPlBFDWdwrt+K+bFtqdhgR6nJ27Ewyp8Ng7flCYRhjWYJ8weu6GWPLYRU88j92NfZ4AT1dQbeoA2W3o8s+VEOssTyFn/6eVD1GI0JdzshojsGhDLZtrTkutFCqsb376sVWInPdXtzLJxFDWeLTpVTG2HQyOtbEp0tYmwrkvv8SnD2jqdpjRKjLESLJF3LXsVXfC1vzSyEsQeF9r8bePABhjJ43W/aL0WdKiKyLc8E4+R+7Km1zjAj1Ao0SjrXEhRrxIM+12b6jN+JBi3G2D5N/98uwNw+gz5TRTSr07Xbiko8uB1gTBQbe9ypENv0RSUaEeoDt29ceF2rEg7L57usftFqyP3gZ7lXbESM54lPFvl+W6TBGny5hbR4g9/aX4l42mbZJgBGhnmB0LEeh4GHZYtXzyJJWrjbburB/0GoRlmDgQ6/B3jEMlkCfKadtUmporYlPFRGDGdzLJsm/62Vpm7SAEaEeQAiRtHxdQ9/pRlB62/bu6x+0FuzxAoMfuDZZlhX9vk1i1NMV0Bp72xCDH34togmN8JqFEaEeYeu2IbxVilDSPyjpyLh1W+/Fg87Fe/lOcj90GdbmgWS3rM+an+mynyQlbhlk4BdflfRf6iCMCPUIi5vfny/2EccajcbzumvS6kbI//jV9W37TF/Fh3QYE58qYW0aIPvmS8hce0HaJr0II0I9wqbNA7iujUYTn6eVRRBEuI7Npk2FpvSn7gaEazP4K6/H3jECoj/iQy+MA22h8NOvSNukJTEi1CM4jsXmuhCdb0mWLMUsJrtsvthGsTcPJPGhLf0RH3pBHOiXX4dYR21hOzAi1ENsmRyoT2ZdeYcsDJOdsc2T/SVCAN4rdpL7wUXxoR7tSa0rAXqumsSB3tt5caDFGBHqITZPDuK4NsEK9VJaa8IgxnEttnRx/6CNkP/xq3Ev24IY7M34kI5i4lNFrIkBsm+4mMxrOi8OtBgjQj3Eli0DuG7iCS33xYqipPlZJuMwOpZvs4WdgfBsBn/pddiTg8mEjh6qttdaE0+Vkub/F01Q+JnOjAMtxohQDzE6lsf1bISAeJlBgGEY4bgWE5sGejZJcTXY24Yo/NTLk/yh6UrPlHXokg+1CGvTAAMffE1HlGWcDyNCPYRlCSYmCjiOTbBMrCMMYxzHYlOPlmqshcwbLsb7nl1JWcfp7l+W6ShGT5WxNhXIv+MK3Ism0jZpVRgR6jHGJwo4jkW0ggi5jsX4RH8uxRYjhKDw869MlmUa9Fx3V9vHZ8pJq9aLN5H74cvTNmfVGBHqMSbqIhQuE5wOwxjbsXq2aHWt2JsGyP/41dibCklL2C7dLdOVAMoB1niewi++qqPKMs6HEaEeY2w8j+1YhNGLv0xxnCQyOo7F2LjxhBpk3yRxLtmMNZBBn+2+JMZGMNoay5N9o8S9aFPaJq0JI0I9xth4PlmORfpFMY4oirFtQT7vke2CgGW7EJag8LPfgzWWT4Yn1sK0TVoTer4GQmBtHST/7s6pjl8tRoR6jELBw/McLCHqM+afJwpjHNvq2635lXDlZjKvvSAJUp+tpG3OqtGxRk9XsMbz5H/kCqyhbNomrRkjQj2GZQlGRrPYjiA6Z0mWeEIWo6O5Za7ub/I/+jKs0RzUQnS1O2ba67kquDbOzhGyb5Rpm7MujAj1ICMjOWzbWkKENLZjMWJEaEnsbUNkb7wIayRHPN353pCONXqmijWWJ/cjV3Rsbdj5MCLUgwyPZHFs68XLsXpMaHik+1z2dpF720sRI1moRR0fG9LzNfBsnO3DZF53YdrmrBsjQj3I0HAW215qOaaxbYuhYSNCy2FPDpJ5zQXJuKCZzi3n0DopN7FGcmR/6LKu2pI/FyNCPcjQUBbLtl5QuqF1sj1v24KhoUyK1nU+ubdeijWcgbLfuXlD5SRmZY3nyV63N2VjNoYRoR5kaCiz4Ak1tumjSGPZAs9zyGSclC3sbJy947iXTSIKXhL47UDiuSrWcJbsjRchct2dbmFEqAcZGMxgWRYaaKQKxXGMbQkGBzOpjvztFrJvloihLHq+1nE1ZTqIoBoiBjNk39SdO2KLMSLUg7iuTTbrYFuCOE6WEw1PaGDQS9m67sB7xS7sTQWwrIWlT6eg52uIgQzey7YldW9djhGhHqUw4GFZYiEuFMca27IoDJh40GoQnk3m+n1YQxniDhojrbVORGgwQ+b7Lk7bnKaQSnBASvlq4CbgGsAFvg3crJS6c533KwCPAPcqpf73ZtnZzQwMJMMQo3rT+zjS2I6gUDCe0GrJXL+Xyue+C2eSwlbhdMDf7EoAlsDeVMB7+Y60rWkKbf9XlVK+BbgTeBnw18BfAlcDt0spf2gd98sA/wh0b6JEC8gXPCzLWpi8EcfJ2GcjQqvH2TGCe8nmJEBd7AxvKJ6rYQ1mybzuwq7ell9MW0WoLhh/CswC1yilPqSUej/wcmAG+LSUctWFTVLKncB/AG9phb3dTD6fLMf8Wkip6C/Mni8MGBFaC5nr9yIGMx0RoNZRDOUAMeiRuW5fqrY0k3Z7Qu8EtgJ/pJQ60nhSKfUM8ClgEnjbam4kpfzPwOPA9wL/3nxTu5vBwQyeZ+N6ySyyTNbBcSwGTExoTXiv3oM1nIVYQy3dFrC66CPyLs7eCZw9o6na0kzaHRO6of542xLHbgN+q37O36ziXh8BngU+AGiMN/QCLrl0M+WyT7X6fOnB8HC2byauNgur4OF9726ik/NJQDibXo6Vnq9hjebI3NA7XhC0X4Qa4fynlzh2oP54ySrv9ePAl5RSkZTyuo0a1mtkMg6vunZP2mb0BNnr91K7fT/h0VnEeB6RwoAAXQshjLGGsmRe29kjfNZKu0VovP54doljs/XHkdXcSCn1xaZYZDCcB+eySeztw0SnS+iSjxhs/5K2sS3vfc9OrB5bUm9YhKSUTwPnLV5RSgmgERVdaquh8ZyprjR0FMISZK7fR/jMmSRnqM0ipOMkN8jePkzmxova+trtoBme0DPAanseNJq0eMC5aaiNd7bYBJsMhqaSuX4v5b9/CKZKaD9qa+8eXfLBc7C3D+NevrVtr9suNixCSqk3reH0xjJsBCidc2y4/jiLwdBh2OMFvGt2UJ0qoeeqiIn2TSvRc9UkFnTjvlTiUa2m3Vv0T9Yfl1q+NZ57vE22GAxrIvt9F2MNZdHFGjpuT86QroUQxEmx6vW9tSvWoN0idEf98YYljt1Yf7yrPaYYDGvDvXo79vZh8JxkidQG9Fy9TuyVu7B6dEBBu0XoX4AzwAellAtlFlLKvcD7gRPAP7fZJoNhVQhLkHlD3RuabX2fIR3FxMUa1lCW7JtXm7nSfbR1i14pVZRSvg/4W+B+KeXf1g+9GxgCflgptfDuSin3AD8FzCilfredthoMS5G9YR+Vv3+IeKqEroYtTV7UxRpW1sXeM4pz2ZaWvU7atL2AVSn1D8CbgUeBnyQRoAeBG5VSnz/n9D3Ax4FfaqeNBsNyWMNZvGv3JD2oW+gNJT2ka4jhLLk3X9LTjehSyUFXSn0V+OoqzrsDOO+//mrPMxiaQe4tl1D7j6eJnp1pXYuPyvM9pDOv7+0GER3QIMVg6C6cfRO4L9nS0h7U8Wy9h/QN+7q+h/T5MCJkMKyD7PdfgjWcRc81v8WH9us9pHs8IN3AiJDBsA68V+7GmhwC10IXm7tdr+eqSZ3YK3b0RA/p82FEyGBYB8KxyL5JYg3lmrpdr2NNPF9LlmJveUnT7tvJGBEyGNZJ9sZ9WCNZCGN0tTkjo/V8Y1t+DPfyyabcs9MxImQwrBNrJFffrs8QNyFA3RjtLIazZN8ke3pbfjFGhAyGDZB9s8QaykLJT3pAb4S6N2WNdf9o57VgRMhg2ADOvgmcfROInIve4HyyeK6KNZRJJmn0+Lb8YowIGQwbQAhB9o0XJyOjN7Bd//wkjQzZN/Re47KVMCJkMGwQ79o9WCM50Bpq6wtQ6/kaIufiXLwJZ89Yky3sbIwIGQwbxMp7ZF69O5lPNrf2JdnCaOehJEO63zAiZDA0gcz1+7AGGJhxKAAAEAFJREFUM8Qlf+0Nz/wIIo01lMG7trcmaawGI0IGQxNwLtmMPTmE8Gx0eW0Z1LroIwY8vJfvxOrDMd1GhAyGJiAskcSGBjJr6rqotUYXa4iBDN5r+s8LAiNCBkPTyLxqd1JZXw5WvySrj5a2hrN4V21roXWdixEhg6FJ2HvHsbfWl2SVcydaLY0u+YiCh3f1DoSX3ojpNDEiZDA0CSEE3jU7EHkPVhkX0mUfkffwXrGzxdZ1LkaEDIYm4r58B1a+viQ7T+KiDiMIY0Texe3TpRgYETIYmkqj4yIaCKIVz9XlAJFzcS/e1HPz5deCESGDoYkIz8Z5yeaklqyycva0roSIrNs3LTuWw4iQwdBk3JdOInLO+YPT1bondJkRIYPB0ETcSzYjsi7UwmXjQjqIINaQdXAummizhZ2FESGDock4+8Yh6yQiEy7dY0jXQsg4OHtGE8HqY4wIGQxNRngOzq5RyDjo2jLB6VqEyDg4+/rbCwIjQgZDS3D2jiMyDvhLB6d1LUxEaO94my3rPIwIGQwtwN49mmROL+EJaa3BjxAZu+96By2FESGDoQU4u0eTMoylPKFIJ/Ei18beOdx+4zoMI0IGQwuwd46AZ0MUv7iYNYjAs7EnB/u2XmwxRoQMhhZgDWawhjLg2C/KnNZBhHBt7G3GCwIjQgZDy7C3DSNcO8kJWowfJUuxrb0/4nk1GBEyGFqEtWUAXAuCF+YK6TBGuBb25FBKlnUWqSxIpZSvBm4CrgFc4NvAzUqpO9dwj73AbwJvADYD08DXgd9RSj3cbJsNhrViTw4iHBt9bnA6SDwha3IgHcM6jLZ7QlLKtwB3Ai8D/hr4S+Bq4HYp5Q+t8h5XAN8BfhJ4CPhd4C7g7cA3pZTXt8B0g2FN2JsHwbXQi7KmtdaJJ+RYyXFDe0VISpkB/hSYBa5RSn1IKfV+4OXADPBpKWV+Fbf6A2AY+DGl1A8opX5NKfXDwJtIPKs/lVKapaYhVaxNBYRjv7B0I9YIDdgW1kQhNds6iXZ/Ud8JbAX+SCl1pPGkUuoZ4FPAJPC2lW4gpdwOXAs8qJT628XHlFJfA+4ALgBe2lTLDYY1Ym0qgJN4QguFrGEMjoU1mkN4droGdgjtFqEb6o+3LXHstnPOWY4Q+DXgfyxzvDF9zvi6hlSxRvNgCwSgp8rEUyXi6UoiQuOrcfj7g/+/vTMPtqK44vD3JCDlQlDBDSUu4A/cd6kogguoiBu4a6ImRg2IkVQirhEiosYlMcSYcomiuOIStCyMoiLBpVSUxLgcfSoKRg0uoIgEVPLH6YHheuG9e999b7A8XxXVvO6+3Wfu9Pzm9OmeOy0dmN4spfVlyt5MabflNWBmHwCXlSuTtA7QExeqV6q0MQhqQhb3WTRn/uINi3WtVqKuTStarRcrYxktLULZ03oflymbk9L2TWj/j8BqwFgzK9dHELQoq53ek4VTZ/jPvWZ8byVW7r1pYTataDRZhCTVAw1+o2ZWB2Svlyz3wu4sr22VdlyJx5xmAkOraSMIak3rrh1o/R3/0bKGqIUn9AY+/WkMX6S0DVD625fZL33PraRzSa2Ba/Hl+lnAfmb2YSVtBEFQHE0WITPbp4Lq2RSpPfB5SVn2IM0cGomk9sC9QG9gBtDXzF6twJ4gCAqmpVfHMoEoN33L8l5uTEOSNgSexAVoGtAjBCgIvn20tAhNSmm5Zfi9UjqloUbSKtijQHfgIaCnmf2nFgYGQdCytLQIjQc+AoZI2iTLTM+BDQbeB+5uRDtjgS7ABKC/mVUURwqCYMWhRZfozWyupEHAbcBzkrIdz0cB7YABZjY/qy9pI+B4YLaZ/SHl9QX2TlVeB86RVK67m8zszXIFQRCsOLT4U/RmdqekT4Bz8RWtBcALlH+KfiPgfOBt/CFVgP1y5actp6spLNkAGQTBCkrdsl7O9l1H0ktdunTZ/IEHHijalCBY0airZWPxpHkQBIUSIhQEQaGECAVBUCgRE1oGkj5t06bN6p07dy7alCBYoaivr7/fzA6sVXvx0qNlM2/BggXU19fPaLhqEATVEp5QEASFEjGhIAgKJUQoCIJCCREKgqBQQoSCICiUEKEgCAolRCgIgkIJEQqCoFBChIIgKJQQoSAICiVEKAiCQgkRCoKgUEKEgiAolBChIAgKJX7Ko0IkDcd/fL+U+fgrix4FLlxR3/QhaRHwrpltkP7uDTwG3GJmxxZpW1OQ1BZ/bdRAoBuwCv5a8KeBv5rZhDKfaQMMBS4zs69S3nD8/P7MzK5rGeu/iaRJQC+gq5nVV9nG6sBJZnZ5LW1LbXfB33bzuJn1bkpbIULV8zhLXuZYhw964W8QGSjp2/JG2OnACOBfBdtRNZLWws/HFsAzwO3Ap0Bn4ADgUEnX4Rdk/rdrJgO7APmLdFJKn29ms1uC14EvWfr4VjhChKpnkpkNL82UdBRwK/A7oGa/PtdcmNl0YHjBZjSVi3EBGmxmf84XSOqIC9SJwMPAnbnidUsbMrNJLBGibzvrAO8WbURDREyo9mR34XKvug6ah4OBucDVpQVmNgsYlv48vCWNChpHeEI1xswWSfoKWFhaJml74JfA7vhdaiHuMo8Ffm9mX+fqboxPk3YFNgA+AZ4ARpnZ1JJ22+KxjWOATfH41NPARWY2eXn2losJSboRn1Z2Bk4GjgY6Ae8Bd+Avqvy8pJ318Rda7o97GB8BfwdGJG+rOWkDrAp0BV4rU/4ILkBvJVt748ecsVDS42bWu1xMSNJ0YDYudpcAffFr50ng9NTnUOAk/Fy9DVxlZn/KOpB0PHADHi88N2+cpJHAOcAJZnbj8g5U0oDUz/bAGrj4voCPn/tL+gLolOKAY8zs+FRe0XiRtGeyb0d8ejceuGZ5dlZCeEI1RtKh+OC4vSS/L36i9wcmAlcA9+IXzmX4lCKr2wF4CjgspZfjAe/+wBRJ2+TqroJfUKPwwXQ1MA6PdTyWBmS13A0Mwi/iq/DxcgYumvlj647HUE4BXsTfljsF+BEwVdK2TbChMTyIx+UmSzpb0ub5QjObZ2bjzOy5lDUdF/g56e8LgBsb6KMDfv42Bq7FY099U99jgLPxadz1wHrAaEk1DfRLGoGfky74zeAK/MbUG7hP0v6p6jT8+AA+S///W2qjovEi6UjgIWDn1MadwD7APbU6rvCEqie7a2a0xVdl+uOCMayk/uXAIqCHmVmWmS6YfwPH4xc4wBG4p3SimV2fq3sscDO+CnRSyr4A6IHfoc/KAq9pwD4N/EXSRDObWcUxrgV0M7P/pjZHAQYcLKmTmWXxhpuBjsABZrb4lbWS9sAF92ZJW5cEhWvJacCWwObAhcCFkmbhQjgRuNfM3ssqZ3GwdMF9H/fsvmygj07AXcDhue/4afzi7QdslX0fku7HvcDjKBHsapG0Di50rwA7mtm8XNkpuJgcBzxgZtOAaZLOBz4tiV02erxIaofffOYCu5rZS6nub/Ab03q1OLbwhKqnF+62Z/+GAQcBrYAPgbWzipLq8KnKMXkBAjCzl4EP8Is4IzsvPSS1zuXfAWyCeydIaoUHXGcB5+Qv8nRBXAqsjHsk1XB1JkCpzQ/xCxvcI0DSTsAOwPi8AKX6j+Gu+5b4wG8WzOwDfHpyOvAcLvYdgUPwi2i6pIvT99UULi0R0uy7GJMT5Hz+xk3sL89C/DyemBegRDa1XJvlUMV46QesCVybCVCqOwsfzzUhPKHqGZG/w6R59vrAkfjdZndJ25nZ++lkj0/11gW2wsVkM2An0uCR1CrtVxkHnIcPmIGSHsFXdiaY2Vs5GwS0A2YC50kqtXGjlG5f5TGW22IwO6Urp3SnlHYs8Qwz1szZ8FSVdjSImf0PuBK4Mq2I9QL2wD3TzvhNYjXg1CZ0UxpvmpvSN0psmZfORdsm9LUUZvYxaYovqSvQHRe57kDPVK0hka10vGyX0mfKtDWlTF5VhAjVCDObD7wJjEoxnaH4NOFsAEnd8CnZfnj8Ajw28Q/cU1gjyzez9yXtAJyF380PTf+Q9CjwczN7LX0GPBhabgNlxprLKVse88vkZXfP7BgyG3ZL/2ptQ8WkO/VdwF2STsNjVaOBUyT9Nu/dVcjcZeSX+55qTor5jAK2TllfAS8DU/GpaN0yPppR6XjJ6n9aps4nDdnbWEKEmoeJuAhtAyBpVXwOvQ4+iMYDr5rZZ6n8/dIGzGwGMEjSYFyk9sJXqfYE7k+i9lmq/qCZ7desR7RsMhvONLNLWrpzSYNwoT/PzG4oLU+e5VWSDgL64EHdakWoKWTiXS4EsmpDH5a0Iz5uZuPxwCeB181sQRoLjZlyVzpePkpp+zJlDdrcWEKEmoe1UppNXfbGp2rXlFme7ciSeFBdyjsCX/E408zm4CtOL0oajQcmN8ODggZ8AWwraeU0Jcm3vTs+r59oZhNreoRLeCGlu5QrlHQisCFwa2k8rEZ8hAeNj2DJsnQ5MhGYWSavJViQ0tXLlHVtxOePwadbQ8zstpKyLVLakCdU6Xh5NhX1xOOReXZuhM2NIgLTNSZ5PaenP+9N6Rcp7VxSty2+3yI7D1kQeht8ClEav2iPu8qfAR+mQTQW35dziaTF5zM9ynANHgupWWyiDE/gsaND0vaExaS792h81e/jZur/Hnz/zz4p+NymtIKkw/AbwcNm9k6uKNvL9Y3PNAOvpLSPpCyehqQe+JJ3Q2Rj6Af5TEkbAhelP1uzNAvJHVsV42UCvuP6J8nOrG47YGQjbG4U4QlVT+kSfR0+3RqAezbj8T0d4EG814F9JU3GXen2+J6h9fDVtA64BzUP32dzNDAyLXM/j7u/h6Q6Q8wsu7Oega88/QLYIz342Bp/kHNtfN/KUqtWtcTMvk5bByYC4yQ9DPwT904G4BfBCSlO0xz9L5TUDw/cDwOOk/QQfvGsCvwQ32T3Gr6Enecd3Au5RdIkM7uyOWxMdk6T9GSy51lJE3APcQA+Pno30MRt+EbXkWnT6xu4IB2AbyBcwBIPPOMdYFNJNwCPmdlNVDBezOwLSScA9wGPS7ob9zz7pz5rQnhC1VO6RH8OHjx+Cd9lPDBbAk1Lqn3wZ8o2wQdAH9zd7Ymv6oCfXFLgdDd8ebkz7hEdjQchD8zvxDWz2fjAHo7fVE7GpyZv4Bdd6UObNSft4N4O38TXDQ/I98KFoZeZjWnm/l9N/Z6BTzn2AX4F/Bi/WH4NbJPfK5QYhj+42w8Y0pw2Jg7CvY218THQDfgpS87/MjGzF3FvbjIeHzwV2Bb3bLbCFzg2SRtHMwYD9fhU7rjUTkXjxcwexsfoQ8C+qc5UfPzWhLpFi1pyWhwEQbA04QkFQVAoIUJBEBRKiFAQBIUSIhQEQaGECAVBUCghQkEQFEqIUBAEhRIiFARBoYQIBUFQKCFCQRAUSohQEASFEiIUBEGhhAgFQVAoIUJBEBRKiFAQBIUSIhQEQaGECAVBUCghQkEQFMr/AVfnnZyHDnqMAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 255x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 255x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"stuff = 'freq_score'\n",
"base = results.query(query_base_i)[stuff].to_numpy()\n",
"stim = results.query(query_stim_11)[stuff].to_numpy()\n",
"plt.figure(figsize=figsize_violin)\n",
"violinplot(base, stim, colors=colors)\n",
"# plt.ylim(-0.02, 0.5)\n",
"plt.savefig(output_path / \"figures\" / \"frequency_score_11.svg\", bbox_inches=\"tight\", transparent=True)\n",
"plt.savefig(output_path / \"figures\" / \"frequency_score_11.png\", bbox_inches=\"tight\", transparent=True)\n",
"\n",
"base = results.query(query_base_ii)[stuff].to_numpy()\n",
"stim = results.query(query_stim_30)[stuff].to_numpy()\n",
"plt.figure(figsize=figsize_violin)\n",
"violinplot(base, stim, colors=colors[2:])\n",
"# plt.ylim(-0.02, 0.5)\n",
"plt.savefig(output_path / \"figures\" / \"frequency_score_30.svg\", bbox_inches=\"tight\", transparent=True)\n",
"plt.savefig(output_path / \"figures\" / \"frequency_score_30.png\", bbox_inches=\"tight\", transparent=True)\n",
"\n",
"base = results.query(query_base_i)[stuff].to_numpy()\n",
"stim = results.query(query_stim_combined)[stuff].to_numpy()\n",
"plt.figure(figsize=figsize_violin)\n",
"violinplot(base, stim, colors=colors[4:])\n",
"# plt.ylim(-0.02, 0.5)\n",
"plt.savefig(output_path / \"figures\" / \"frequency_score_combined.svg\", bbox_inches=\"tight\", transparent=True)\n",
"plt.savefig(output_path / \"figures\" / \"frequency_score_combined.png\", bbox_inches=\"tight\", transparent=True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def plot_speed(query_base, query_stim, stuff, colors, labels, filename=None, show_raw=False):\n",
" base = np.array([s for s in results.query(query_base)[stuff]])\n",
" base_bins = results.query(query_base)['speed_bins'].to_numpy()\n",
"\n",
" stim = np.array([s for s in results.query(query_stim)[stuff]])\n",
" stim_bins = results.query(query_stim)['speed_bins'].to_numpy()\n",
" if show_raw:\n",
" fig, axs = plt.subplots(1, 2, sharey=True, figsize=figsize_speed)\n",
"\n",
" for b, h in zip(base_bins, base):\n",
" axs[1].plot(b, h)\n",
" axs[1].set_xlim(0.1,1)\n",
" axs[1].set_title(labels[0])\n",
"\n",
" for b, h in zip(stim_bins, stim):\n",
" axs[0].plot(b, h)\n",
" axs[0].set_xlim(0.1,1)\n",
" axs[0].set_title(labels[1]) \n",
"\n",
" fig, ax = plt.subplots(1, 1, figsize=figsize_speed)\n",
" plot_bootstrap_timeseries(base_bins[0], base.T, ax=ax, label=labels[0], color=colors[0])\n",
" plot_bootstrap_timeseries(stim_bins[0], stim.T, ax=ax, label=labels[1], color=colors[1])\n",
"\n",
" plt.xlim(0, 0.9)\n",
" plt.gca().spines['top'].set_visible(False)\n",
" plt.gca().spines['right'].set_visible(False)\n",
" plt.legend(frameon=False)\n",
" \n",
" if filename is not None:\n",
" plt.savefig(output_path / \"figures\" / f\"{filename}.svg\", bbox_inches=\"tight\", transparent=True)\n",
" plt.savefig(output_path / \"figures\" / f\"{filename}.png\", bbox_inches=\"tight\", transparent=True)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(query_base_i, query_stim_11, 'mean_freq', \n",
" colors, labels, filename='lfp_speed_freq_11')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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nuP7667nssst4y1vewhe/+EU8b37bNX/zm98kk8nwkY98ZM77feQjHyGTyfDNb35zwa9JCLEytOMRlB20E+5zIs5uS/ITzmQyNwBvB54GXtfd3V2rX/9l4HHCwGP7HI9vIwwsSsAvdHd3d0+47S+Au4F7CbMl4jQrFou8853v5ODBg1x11VVcf/31HDp0iK9+9as88sgjfP3rX2f9+vWN+xcKBX73d3+XAwcOcOONN3Leeefxk5/8hL/9279l9+7dfOpTn1rBVyOEWGlBvt4/wzRQsrT1rLdUP+FfrF9+dSzIAOju7v5fYC9wQSaTWTvH428CmoAvTQwy6v4SsIFfWaKxigX6zGc+w8GDB7njjjt44IEHuOuuu/j85z/P3XffzeDg4LTA4bOf/Sz79+/nz//8z/nUpz7FnXfeyb//+79z44038sgjj/Doo4+u0CsRQqwG0nr83LJUgcZw/XLrxCszmUwUWAO4QH6Ox78EfAz49xlu8+uPTy96lOKU9PX1sWbNGt773vdOuv5Xf/VXAfj5z3/euK5WqzUyHL/zO7/TuN40Te666y4Avva1r52GUQshViudk46g55KlCie/AfxfwB9lMpnngG8BrYTTHWuBv+3u7rZne3B3d/fPgJ/NcvNbCIOM2W4Xy+yzn/3sjNcfPHgQgM7OzsZ1zz//PJVKhRtuuAHDmBzHbt68mU2bNrFr1y5838c0zSUf686dO3n3u989531uueUW/vqv/3rJn1sIMT+B7Np6TlmSn3J3d/dIJpO5GnhgwseYjxEWiS5YJpNpAf6h/uXnTn2EYinl83l27NjBX//1X2NZFn/0R3/UuO3IkSMAnHfeeTM+dvPmzfT19dHX18eWLVuWfGwbN27k9ttvn3a953k88MAD1Go1Xv3qVy/58woh5q/RrKspvtJDEafBUhWDxggLNq8mzDz8EGgHbgE+CvQD/+8Cj9lEuPrkZcDDwJeXYqxLQVddtOuv9DBOSkVMVGJpU5P/9m//xj333AOE0yH33XcfV111VeP2XC4HQGtr64yPb2pqAsKC0fl46aWX+PSnPz3n7RNt2rSJO+64Y9r9/vzP/5xarcY73/lOfvM3f3Nezy2EWHpa63qzLumhca5Yqp/y3xKuCLkf+GB3d7cGyGQydwM/Bv45k8m82N3dvWs+B6svZX0IuALYCfz22DFXWuGT36PyLz+DYFUMZ26GInnrFTR/9LolO2R7ezvvf//7GRoa4tFHH+XOO+/k+PHjvO997wPAcRwAotHojI8fu962Z51Jm2Tv3r3s3bt3UWP+8pe/zIMPPshVV13Fxz72sUUdSwixOLrqoqsOOP6kHhpBoBk4USQSMVjTmQJk/5OzxaKLQTOZjAG8j7DY866JAUF3d3cP4dSJqt9nPsd7BfAUYZDxPeCG7u7u4mLHuVQq/3qGBBkAgQ7Hu4Te/OY3c+edd3Lvvffy3//937S3t3Pfffexe/duAOLxMBXquu6Mjx8LRFKp1Lye75ZbbqG7u3vWj1tuuWXOxz/++OPcd999bN26lfvvvx/LkndQQqwkXc9mEDVRxngwUSrWKORrjGarlEvOCo5QLLWlWHWyFogDB7u7u2f67dhdvzzphHwmk7mOMAOyGfj/gLeupiADIPnOK8A4QyJtU4XjXSabNm1qZDKeeOIJAFpaWoDZp0aKxfDHmU4v/yKiF198kQ9/+MOk02n+8R//sTE2IcTKmXlpqyafr1GruVQqDsPDZYIgWLExzsVxfPL52snvKBqW4u3dKGGfi/MzmUx0hmDj5fXL43MdJJPJvI6wm2gC+L+7u7tXZY67+aPX0fQnrztnajQcx2msErn22mun3b5582aARofQbdu2AdDT0zPj8Xp6ekgmk2zYsGFR4zqZgYEBbrvtNmzb5jOf+UxjXEKIlTW+x8n4/03Vikut6uF7GmWEX2dHKqzpXF1dDXw/YNeOHkolm196/TZSqZmniMVkiw40uru77Uwm803gHYTNtf7PsdsymUxn/ToIMxQzymQyHcDXCYOMu7u7uz+x2HEtJ5WILHmR5WrlOA7vf//7SSaTPPnkk9NqL/bs2QPA+eefD8Cll15KKpXiqaeeIgiCSUtce3t76e/v5+qrr16Wpa1jKpUKf/iHf8jAwAB3330311xzzbI9lxBiYYJ8fdfWCSfpfL6GbXtEYyaRqEm55JDP1Ug3xYivol4bvUdzDA+XMQyFbXsSaMzTUk1YfxB4DXBXffrj+4SrTn4V6AD+n+7u7icAMpnMG4A3AM92d3f/Z/3xHwK6gBxgZTKZe2Z5nr/o7u5enfm0s1Q6neb666/n0Ucf5TOf+Qx/+qd/2rjthRde4IEHHiCZTHLzzTcDEIvFuPnmm3nwwQf5yle+wnve8x4AfN/nb/7mbwC49dZbl228QRBw5513smfPHm699Vbe9a53LdtzCSEWTueqaNvD6EgC4Lo+5ZKDbXs0N8cxTUUkYoRTKINlNm5uQamVn662bY+DB0cYGS7TuXZ1ZVpWu6XqozGQyWR+gXAp668B/wfhdMrPgU93d3dP7Pj5BuDjhMtdxwKNt9YvW+u3zeYTgAQap9nHPvYxXnjhBb7whS/w9NNP88pXvpJjx47xxBNPoJTi7//+7yc17fqTP/kTfvzjH/PJT36SHTt2sH37dp588kn27NnDW9/6Vq6//vplG+sXv/hFnnjiCdrb29m0aRP/+I//OONGbjMtgRVCLC+t9XhGIxZmKgr1bIZlGZhmGFAkkhEK+RrlikM+V6W1LbmSwwbgwP5hRrMVbGf1T5uvNktWgt/d3Z0HPlL/mOt+9wD3TLnu8qUah1h6XV1d/Md//Aef+9zneOKJJ3juuedobm7mTW96E7fddhsXXnjhpPu3t7fzta99jfvvv5/vf//7PPnkk2zatIkPf/jDvPvd717WdyeHDx8GwpqRe++9d9b7SaAhxOmniza65oKvIWYSBAHFQhhoJJPjUySGUiSSUSplh2y2SiodIxJZvunWkynka/T25MhmqxirILtyplFanyFLNRcpk8ns2b59+8UPPfTQSg9FCCHOSV7PKJV//Tne4SyRV6ynkK9y/FiBSsWluSU+qXOGBkpFG8syaO9IsX5DEwvtreH35yEIiN90EfHXX3BKY9Za8/RTfRzYP4TnBTiOz9q1aa659nza21c+03KanVKUJfvzCiGEOC3GO4JGGF/S6hGLWeEZbMIbXwUkk1HsmkepaFMqrkxvjYETJQYHihQLNh0d51xgsSQk0BBCCHFa6AmbqVUmLGmNRQ1anjvG2icOkDySbdzfNBWxRKTRW8P3T2+Jnu8H7N83xMhwheaWONYKTt+cySTQEEIIcVqEhaBhs67CxCWtJYf4QAkVaNL7hzFq4wXc8bhFEOhGb43T6eiRUbIjFWzHo7UtcVqf+2wigYYQQojTYqxZl28alEsOju0Ti1lYxfG9j5SGRG9u/GsglYpSrbrkc1Wq1Zm3N1hqtZrH4YNZhofLtHckMc6UjtCrkAQaQgghlp32A3ShhrY9irZXX9KqME2FVZ5cf5Hsy8GEaRLLMohGTapVl+HBEqdjEcOB/cNksxUMQ5FOS2OuxZBAQwghxLLThRqB46O1plgJG3TF6vudmFMCDcMNSBybvF9SPGHhugGViktutLqsY83nqvT15BjNVuhYk1oVDcPOZBJoCCGEWHbhihMXBxpNr8aKK6dmNACSPblJq1AMpUgmI1TKDqPZCo4zvRHfUtBa0713iGy2QjIVJR6XHZ8XSwINIYQQyy7IVdFVl7IXhEta4/UlrUGAWZled2GVHaJTij8jURPTVFQrLsND5WWZQjlxvMjgYIli0aa9QwpAl4IEGkIIIZZdkKtSy9ewNfUlrWPTJm6jC5RWYE/oVZE8OjrpGApIpKLYtkexYNPbk6Ncsgnbey1euJx1mJHhMq2tCSxLlrMuBQk0hBBCLLsgV6M6WqUGRGMmY2UPE6dN/GSU8tb2xtexkQpmyZ50HNNQJNNRymWHXLbKsf4C/X15arXFr0Y5cjhLdqSM6/i0tMYXfTwRkkBDCCHEsrMHS7hFGzvQxGLjdQ8TAw0vFcVtT+BOWOWRPJpjqmjEpKUljmkpioUa2ZGweHPgRBHXPbVNz6pVl8OHsowMV2hfI8tZl5IEGkIIIZaVdnzyx/IENQ8Vtxq7tML0QAOlqGxpa1yXOF5AzbBjqlKQSERobokDmkLeZnioTO/RUUYW0EU0CDTlskP33iFGs1UMU5FKyXLWpSTltEIIIZaVO1KiNFJBB5rohF1aYfLSVr+eyaitbyK9fxjT8VGBJtmXo7ytY8ZjG0YYGPjx+tLXnIdt+xQLNdpdn2QifD7P8ymXXSplh3LZoVwKLysVB9fxcRyf0WyV9RuaZDnrEpNAQwghxLIa2DeMV3bAMibvF6L19IwGgGFQ3dxK+uAIAImeHOWtbWDMnoQ3TYOmphiu61OtuNi2BzWXUsSk9PwJhisenuvjuD6uE36Mfa41RKIG7WsSjd4eYunId1QIIcSy0VozsH8Eyg7RZGTS+hCz6qKC8BrNhEADqGxqIXU4iwo0puMTP1GitqH5pM8XiZhYLSaO7VHNVXFqHseO5ek3FKZhEImaRCIG0ZhJKh0lEjWxLEOyGMtIAg0hhBDLZni4jD1YJGb7mC1xJrbZmjhtEsQtMMczFjpmUVvfRKI/7BCaPDpKbX0TzCMgUEAsZhFJRfE9n+bmONbWNkxTyhJXgnzXhRBCLJu+njzuSIUYGh2dfMqxShOmTWbYT6Ry3nhRaKRoE1lo63FV3yclZkmQsYLkOy+EEIsQFGoE2dO7fflqoAONPknvimrVZXCgSJCrEgWCyOQGWJPrM2LTHu81xbDbZ2/gJc4MMnUihBALoLUmGC7jHc7iH8riDxRBQeLXL8Pa2LLSwzsttNbU/uclvMNZjNYE5obm+kcLqjnWqHfo78tTyVbo1Boj0OgpgcakFSezLCmtbGklVg/kYkNlzIqDn5Tlp2cSCTSEEOIkdKDxjxfwD2XxDo/gj1TQo1WC0QpB0cZYk8L56VHMX3/FqiwqDEYr2Dt6iL56E+ba9KKP5/fncfcN4T5/HJWMYDTFUE1xjKZYI/BQXU2cODJKbaBEwlBgGTCxCdZsK06mcNak8JIRrErYqjzZk6N44dpFvwZx+kigIYQQM9Cuj9+bwzuUxTuaJRitNj6oOqjmOKo9SWRzK97eQbwjWfzDWaxZ+j2sFK01te8dwN07iM5VSfz2q1CL7Hrp7OrDP17A6EhhtCXQRRv/WAG/4kA8DDxqliKVr9FV84kZ06dNDMfH8Mabas1UowE0Gng1vzQIQLw/T+mCjmnZEbF6SaAhhBBTBLkqlW/tJhgohcFFrop2/fDdelcTqiWOmlBcaKxtwu/LY+84irm1fdEn8qXkHxzBO5zF2z+Miph4+4aILCIj4PXn8Q6PoIcrWK/oQkUtaE1gAtoP0CUHXbKp9uSIjZRZa5lE4iZ+YkqjrgmFoH7UnDNwqK5vJr1/GMMLMHxNoj9PZcKeKGJ1k0BDCCEm0LZH9aGX8PYOEoxUUG1JzC1tqHRs1gDC6GrC230MvzeP1z1I5KJ1p3nUM9N+gP3To/i9OVTUwu/N4TzVg7V9Dco6tbUA7q5e/OMFVEcyDDImUKaBaonjJiPkKy45U9EWs8APpk2NWPOozxi/s0F1UwupI2ExaLInF65Imenn4QXhCpVCjehwGW0q8pesP6XXKpaGBBpCCFGnA03t0X14+4cJRqpYl3Sh5pGiV5aB0dWM35fDeaoX62Wdp3wiX0ruCyfw+/LokoN1aRfenhN4/XncPSeIvnLDgo/n9+dxD42gRypYl3TNer9ioYbjeGEX0FR0Uu+MMVZ5fFdWLxWlBIyg2Iie8cRUOa+V5NFRlAaz5hEbLGGvTWEVHSL5GpFCDatQwyo5TA0/WvacoPCqhb9esTQk0BBCiDpnx1HcPSfwe0YxM2vnFWSMMdam8QZKizqRLyVtezhP9eD1jmJsbEFFTIwNLfi9edyn+4hctHZaRuJknF29BMeLqPYkKjbzY7XWFAs2tu0Tn6Od98QVJ5VUlIcxcJRijdbcQDCt90IQj1Bb10TiRBGA5ukbk70AACAASURBVBcHULsDlOakZis0FafHyofcQgixCrjdg9g7e/AODGNuacNY4MlJmQbGxnpW4+letDPT+/jTx3kmLNjE1xidKQCMNSnwArxjeZxnjy3oeP6xAu7hLMFIGXP97K3AK2UH2/YIAk0kOnugNnHq5Pl0HKe+WmdYKbqn5STqx56wq6vhzR5kBKbCaUtQXZem+LIOSi9bM9dLE8tMMhpCiHOeP1Ck9sQBvP1DGGtSGB2pUzqOsSZFcLyIf6yA8+wxYleet8QjnZ+gUMN5NqwZMbe0NZbcKkNhbmrB78vj/qyfyKVdGPPsSeHs6iE4VpgzmwFQyNewbY9YzJwlXADl+pj2+NbvB9KTm3U9j+I8NFN/Cl5LHLsjSWxkvEGaNhRuUwyvOY7bHMNtiYc1H0oRyVZQWs+rbblYPhJoCCHOaUHZofY/e/EODKMsE2MRTbeUOvUT+VJydhzFP5aHmIVqiU8eY1sCjhfwjxdwn+kn9rrzT3o8/1gB91CYzZirNsN1fCoVF8fxaZnyvBNNzGY4pkFpSuDiKcXT2uD1BFMfSv6y9cSPF8BQuM1xvHRs5qJQsWrI1IkQ4pylvYDaw3txDwyjyw7mBR2Lbril2hJgqMaJ/HTzB0u4Lw7gHytgbm6d9nrCYKg1zLo8f4ygUDvpMZ2newmOzyObUQizGRHLwJjj5D+xPiM7ln3Qmlfq8cCiTyl6Z3isjphUz2ujuqkVrzkuQcYZQAINIcQ5SWuN/f2wkVVwooD1sjWTemOcqlM5kS8VrTX2T47gHytgtCZmrTMxWuIQs/CPF3Cemul0Ps4/XsA9OEIwNHdthtaaYtHGtj2icxSBwuSMxkh92uRyNJegWafHCy92YTD3biriTCCBhhDinOQ+dyysYzicxdy2BhWPnPxB87SQE/lS8o+M4h0cJhguY55kCsjc1BIGES+ewB8pz3q/cKXJybMZ5ZKDY3toDZGTrNYxSpMzGuu0ZjsaBVxJgFEPNqpK8dyslR7iTCGBhhDinOMdHcX+4SG8fcMYG5rDwGCJzfdEvlS0H2A/eQS/L4/RmZ4zKAAw0jGMpniYednRM+N9/BPFeWUzYHzaZK4i0MZxJ2Q0cqkov0jQeEwzcAnjWY19KEZOcrzTpVS0OdZXoL8vv9JDOaNIoCGEWLX8gSJBfmmnHoLRCrVHusOW3E0xjCXYZGwmjRP58SLOzplP5EvJe3EAvzcXbvJ2kqBgjLmxhWCwhLtvKFwKO4XzVM94NmOO6RDH8ajWi0BjJwlwjvkBqer4hMjaVJSmKfe5BE1TPauhleIpjBnKQk8vx/H52dP9FIs2hw5mGRle/uDxbCGrToQ4B/l+QLFg4/sBWoNGh5daE9bjTfha1+sOLIVpGJiWgWkoTNOYdN1MxX9jj9djJ43G8Zn1MWO8I6NUv/0CRlOM5LuuWHBzqZlo26NaX2GifY01YenncjA3tuC9OIDbPUT08o0nzQqcKu14OE/14vXmwp1T59mVVCUiqLYkwbEC9k+Pkrjl0sb3Y2I2Y66VJkC9QZdHJGLO+TN1gQMVj8vrX/tKcV5i+s/VJJxCeYJwCiarFPu04kLm0Z1rGWiteWnPAI4TLslVSpGUJmDzJoGGEOcArTXlssPIcIWR4TLZbIVaLWyqRD3QGPs/fDwooHGpFBiGQik1/rmhMFR4qVQ9GDHUeOAS1I87aSCNp8FQikjUJDrxI2aFl35A5OG9qJcGiaxvwvpZP7HXbln098F+8gjegWGCbBXrknWT9i4J/ADb9rBtH8f2sG0PZShiMYtYLBxbLGYtKDBRiQiqfeYT+VJyftaP158HN8DoXFiGxtzYjPfCCbzDWfyjOaytYVMsZ1cvwYkCqi0xZzZjvBOoRzI5d53Lz1EkJ24Nn4zMGph0AefrgMMqDJqeq/fWSC7o1S2N48eKDA2OZzDO39ZGIrF0NT1nOwk0hDhLua5PdqTC8HCZkeEK5ZJNtepSqbhUK2Hq2jBVvZeRon7R+BrCzxVhcBAEGq01QTCWmdDhdfV7G0b9wWOBSuOf+v2njM9QCtNUYYbENMLPzTBbsu7FE7QeGSWer6IGS6hA09zVxJrz2uZ8xzwXf6iEu/s4fk8OdX47NdfHLoVdLB3bw3F9fC/A9wM8T+P7AUqBaRpYjTEaRGPmgoIPc0NzuMfI4Sx+Tw5rQnfLMUHZIRgo4g+UCIZK+EMlVCyCtbkVc0sr5oYW1CxdNoOSjfOzfvy+XLicdYHfHxW1MDrT+P15nB1HMLe0htMpB4YJBstYl8y9QVypvtIECPc2mcUAsF8ZXDUh0NCzbQ1fdwWafq1xlGr01rj2NE+iVCsu3S8NNb5OJiNs2Lg8mamzlQQaQpwFgkDXgwiHQt5mZLhMbrRKrRYGFpWKi+v4xBMWiWSE1tY4kai5JO+uw+BDN6ZJgGnBS3idmnAb+H54Mvd9TeAHjc/jR0eJHs1hDJYYXJMinasS7Bvm+L89y4u/uIWu9U2s39BMc3NsXuPXWlMq2uS/vQfvhRO4tkd5uDwtqPD9AKM+JWRZBtFoBK3D22zbw/fD12iZ4VSRNSFAisUjdHamiM5Qn6BiFmpN/UT+06OY69L4gyWCwTL+YDHcir5QQ1ccgrITbrNecSBi4r4Yx2iJo5rjWBtbMM9rxTqvLcwy1F+7s6MnrK+ImKjWxCn9DI31TXjPH8fryeHtGwo3lTtRrGcz5n7nPl4Eas1aBOoBO+slge2lyZupzSVOGGzsqB+5Vyl6NWye7wtbJK01e3afwPfD4MayDLo2NC3rdNvZSAINIU4z7Xh4R3P4h0bwB4oYrQnMjS2Ym1rC1QKzvCN1Xb+RjahWHCrV8PNKxcWueXiej+sGOI4X3q/qYpkGiWSE9vYE8cTsaerFUPXMxEJZlsKaUktgFm06Bookyzbu+ibSrQlIWsT7CxT3DtKXiDA40MShgyO0tMTZsKGZrg3Nk9LYQaAp5GvkRquM5qrkRqtwJEvzzh4SfXlGO9O4o9VpQYVphVNB04Xv0jXh7q5ePUCZGHzEoi627dHZmaKpOQZTTrnm+ia83cfxekcpfXEnuuKiy3YYWJQdqHqQiKBSUVRzPCzmdDyCfA3vwAg6CPD2DWG0JFAtccz2JObmVow1qXBVy7F8uGPsKZ4AlWXWd5/N4/z4CH6hRjBYOmk2w7HDIlDX9eecNnkeRbE+to6JUyfzqHPYhuaQ1gzWH/80Bl0EnI6Ji6OHR8nlxouRL7x4La7rz/EIMRMJNIQ4DYKKE/Y4ODSC15tD56oEo1WCgo1KWBjN4btWoymGuaEZY0MLtZY4OUORy9XI5arUah6eGwYTrus3AgvX9fHc8B1XJGIQiZokkxE61iRP2s9gVfEDWp8/RmyohLYMvJZ4eLpOxTCa43QGGiNb4UhrgtFslaG4xcCJIsnuIdasSdHcEiefq1HI16jVXKpVj1rNxS47nPdsP+ZACac5RqwpStIyZgkqZqcI9wqJRk3Ggg8IA5ty2aGQq+F7AbWqS0dnelJQpyImxvpmvL1DaD9ARUxUOopKxTDWpFHJyPRmYakoRlsyrJmphUFHMFJBH83ixSMYLw1gtMQJRqsYzXGMKfuFLJSxLo03UAyzLLnavLMZjuPPWQQ6Auwdm4oLNO0TAg1/HmMe663xP9ogUIqKUjyvFa9e5sLQQqHGwQPjC2vXdaXpWt9Eb09uWZ/3bCSBhhDzpMMqx3nPgQeFGt7hLN7BEfz+fHiiGK2ic1UwDYy2BObmVnTNxR+t4h7K4gUBTtSiahk4lokdMSgmo+QTEUbTMXQyihUxiERMrIhBKhUlEjGwIiamqc7olG563zCxgSJW0aa6uXXSRlhOe5JEX56WbIVNF66l1pkKT+4Fm6HBMsNDZaJRk1rNo1bzAE08HiGesNiY9ViDJm4oKuuaiCxxVscwFOmmGHbNo1i069kOn7VdaaITVsoYXU2olngYZCwgAFRKQSKCmYhAVxPaD9AlO8x2HBmFQGNduHbRr0OZBsaGZryeHNS8k2YzgiAIO4HWvFlXYPjADgx0/We5oeI0mnFpwmLQ+WgBLkbzQj1g6UZxPpr2eT164Xw/YM/zA42pwFjc4sKLF/89PldJoDEDHegFF1SJs5O2Pbyjo/iHsng9o2jHR5kKLDO8jJjhUkLTAMsIP7cMdNHGP1EkyNczF7kaKm6F0ySZTkhE8LyAUtGm6gXUTAO/JU5QcVAlB1VxsWyPZMQgkYzSmY4StCaoXNBBZXMHep7LF88U0aESqUPDxAZK2GvT016fjpp4TVGi2QpN3YO4r91Cc3Oc5uY4rutTKjlh+j4Vob0jSSRioJTCqLm09uWIDVdwOpLLti+GAuJxC9MyKJccPC/MNHWuTZNuCt+1K6VQS7DBmjINVEsCo+XU6jHmYnSm0baH6kyfNJsRdgL1QYEVmfn38QCK3ISA8RfL49MQfiIS/t3M06VojmpNUSm0Uuyob7p2avvszu3g/hHKEzIvl1y67szKDq4yEmhM4R0dpfbdbiKv6CJ61ZYz+h2iODVjmQj/SBavL8xE6NEqQa6Kdn2oL+1k0ocx+TovQBdtSEYw2pJENrU2OjW6rk9uqEyxXkTnugGe64MKaxas9iTWOoPAUJi2h1X1MEsOKl8jUnZI9BcoZjqxu5pOeftro+oSGylT60yjT9Jgabkp26P5hRPEB0t46Vi4xfcM3LYkid4c0aEysRNF7HpPikjEpK1t5pNuet8w0WwFbSi8k6xwWAoRy6C5OUa57JDP1/D9gJZqgjWdqTPi/xJlKKzzpq+KmcrzfEaz1TmLQDWwf8It23UwqT5jtp/zbEzgFwj4Xn3aalQp/lsbXILmIvSSncyyIxV6jo5Pj2ze0kp7x0osqj17SKAxhT9QxD9eIMhX0RWX2HXbJbtxltNaEwyX8Q5l8Q9nG90og9EKQb4Wzq+3JcKdPWMWBBrqyzvxw88Jwg9dv8RQmOe3T0qRu65PbrRKsVBrpPhNM5zzTyQi4VLTKWML4hGCeAS3NY5ZdogNl4nka1iFGnZXE8UL14Y7WM5HoIkNl0n05ogNljBrLk5bktyrNuCd4mqFRdOalhdOEBssodwAZ93UHpET7moZuC1xYiNl0vuHsdem53xHHMlVSfSOEs1WqK0/9aBsocamUmpVl0LBxqsXjq7rajor3hV7ns/x/gLFYhhIJVMzZz6yQH7C9/wi9KTN1OZTCDrVesKA5UC9t4avFM+jOKg1VxCwmalluAvjuj57XhhofJ1KRdn+so5FHFGABBoz0q6Pt3cU/ADt+sRvePm8O+2Jlae1xvnxEdx9g0B9kaVivCnExEsAx8fPVxsFmrpoNwrxIhtbZk0hz/c/tNkCjHQ6Om3VxayUwk/HqCSj4Qm0P0+kWCM6UqaypZ3S9g70LJ0zjZpHoj9Poi+Hla+FgUrRDlPehRqG7VG4pIvaprk34VoOiZ4c8f58GAxsaD7p1IbbmiDSM0p0pEyyN0dl6yyz9FrTtHeQaLaKn4oSLOGGafOhgEQigmWZlMsOXr1od+3aNMlUdFKvkjPJWJAxVgTa1BSbtaj2wITX16k1zYA1YTO1U80wXYmmQwc8h6JWf+6yUvwIk3Va82oCTp6TmVn3S0PYtbAniFJwyWXrMJdgR99znQQas1BRC29/2KYY2yN+04VL0gJZLK9w6++DOE/14B0codFNqkGNfz12qUE7frjyoyOFua1jUiZCa43r+Nj1nSnHeiiEfRTU1CdocF2fXLZCsWifeoAxlaFw25N4TTGiIxWSR0exig7x4wVKL1tDdVNreLLWmmi2EmYvThSJFG2sfA3D9fGaYlQ3taAtRWygRLJnFMP1KRdqFC9cu2x1DFOZRZumvYPEB4o4bQmC+UzhGAqnPUlspELq4AjVjS3oGbIE8eMFooMlrFK9sHSFRCLjUyljq1Imrc5QakLMW2+epsLg2IoYJBIR4okI8fjCOpIuhxmDjFl+Vzzg6IS/iwsIM3/mIqZOxihgO5rz0LygFXtRjWLTAaV4WBtsR/NK9IKWwJ44XuTE8eL4mLd30DzfbKGYk5w5Z6HSUYz2VvwDwzj1zEbi5otR0nZ21RrLZDi7esNdOTe1hEv+ZuhUOd5fm/A/9mS0MUXm+wF2OewYWauG/RE8L8DzwiWkSikMY/yjEXhMaOTk2B6FelvmJQkwpr7WiInd1RTWWgyXiRTCLEWiN4e9ron48QKRXDW8vmATRE28lniYrp5wcrC7moiMVkn05lCuj1W0yb9qw/xO+ovhB7RMWco6X15TjEiuRmS0QupwltLLOyfdrryA9L4hYsNl3Nb4ihfOTpxKyedrk4Lfxk9iQhAxluwY6/ERiRiYlkk8bq1Y4LGQIAOgB4VbH5+lNVvQGLaH4Y939TyVqZOJooTNvLajeUYbHKs/n1aK/SiOas3lsQgX1py5DwTUai57XxxsfN3aGmfL+aeaFxFTSaAxB6M5Di/vxN8/1JhGSbztkkWvVxfLw9nZg73zKF73EMbmVsw1k+vRZ/5vUeM4PnapnnWohjtQhh0jxz+01lhWuJIhGGu9HehwFsaYHHgYhkIHULM9rCUOMKYKEhGqm1qwCnYYXBRqJI4VsIo2hu3hpaNUNzTPXvCpwgxJELOInyhi2h5m1V32uo30vmHiA0XMkhNO2SzkpKkUTkeS6HCZ5JEslc2tBBPeACQPjxAdqaBcH7dr9pqP02lsKiUej9DYAWZCGwg94Z+xz8d+B2s1D7TGipj1wCO8jMct4okIieTYcZfHeJBhzyvIADg04a9tS71Qc2J9hh81Z8xEnYpm4I0E9Gt4BqPRGMxRip3pOM8loxjHigRDFWD8ez1xf5+xrrQApqm45BVdK55BOptIoHESRjqGunAdXvcQ2gvAC8JgY6WK55aRdv1GoePkG2a4s2lAfQnhauA83Yf9kyN4ewcxNjRPCzKm0lpTLjnkc1WqVXdSUDHWinrs3WQiYWGYxrRAZaxTZDDlw3XDPTKWM8CYRKkwW5GOEh2tYhVtvHQUr6tp3tMgfipKdWML8RMFkraHUXMpXLp+aes2Ak10pEx8oETiaJbYYAm7c/pS1nmNNxlBWwbRbIX0gWEKr1gPhKtpUoezRIfLy7qc9VTN1Jp9yj0an1mWQSxW32fG140GbVMDj2jUpLk5TkdnasnrCSYHGd68gowi4RTGmO31/0CWYtpkLhuBLgK6tWI34d4oADXDCIu2fW9ex8lc1Elinv09xPxIoDEPKhHBumgtXvcQ7p4T4AXE33bJSU9mZwrtBzg7e3B+3h8GGo0bpt1z/FNDoQwDoma4l0PEhJiFipmoqBnWs0RNjHQMc1NL2KhomYIS57lj1H54MAwy1jVhzrFywfcDCvlauD9DvW7Cdf1GzUU8YWHNs2vkWKfI5WjrfUpMA2cRv5M6alLd1BLWbfTmMLxg8XUbfkB0pEJ8oEhssIRVtjFLTj0Ymn0p60nVsxrx40USvTkqW9rwmuM0dQ+Fy1ktY1lOZitBQX3DOWvWwMNxwvb0HWuSM7ZAPxVTg4z0PIIMgIMTnrtZa8bWbCxFIejJmISNvc5H86xWHFILC7zG9tERS0sCjXlSMasRbDh7TqC9gMSvXIy5/sz+pQxKNrVH9uHtG8Q7OIJ25tnHXxH2jrAMMBWYRthC2VRh4yozbGKlYhZGcwyjvjeDtbk1DDyWKNXrvjhA7XsH8PYOYaxJzfrzcGyPfL5GsWjj1OsmgkATi1skU5EFt6M+axnGeN1GXw6jXrdRvGgtQcwiiJgnDzr8gNhwmdhAkdhgGatsY5UczLKN8jVeOorTmQobNi1CEI/gJyJER6uk9w1R3tZBvD9HZLQarmA5S3+mUwMPzw+olF0cp9poXramM7WopbSTggzbI90cw5xHkBEwedpkO7rx1WKXti5EArgKzRWjJYqGory9k8rWtnomacIy8kZteJjBTKYiqyZLezaRQGMBVMTEunAt3r4h3BcH0H5A7DWbYWLqd+Lv6MQCr4iJ0RLHaE+umoJSr2eU2qP78A5nCY4XMbe2je/+eLK/tbEeEn4QTikF4bSSrl+HH6DtcH8G/9AIJCIYLw6gWur7eXQ1hztRbm7FWNd0Sr1K3H1D1B7bh9c9iGpNYEx5J6K1plJxKeSqlCsuTs2jZnsYhiIet8LdSxf8rOeACXUbsRNFDNsLizbrzci0aRBETHSkfmkZBJZJEDExbY/oUAmr7DQCDLTGS8WwO9MEcWtJAwCnI2xNHj9RxCrZxEYqeOno8hezEk4FhEW3Ndy2BOVt7SsS3FimQVNzvQV6oYbjhLVG7e1JmlsXnkk81SAD4DhQHdulV4eZhTGTp05OT51bOtA0+QG5uEWxXZpurRQJNBZIWQZWphP/wAjengGC4wWmnZVn+ps0DVTcQsUjqFTYLdJoS2C0JzFaw0uVjp6WaFoHGmdXL86Oo40shnXx2oVlGUxV31fq5Cdr7YddMoNCjeDIKJ7jYzQPh5uItcQxmuOYm1sxNzSHG4qtOXkXRe/gCLXvduPuHUSlY5ibw1oCx/FwbB/H8SiXnPqyUrex8VM6HcW0ptdbiOnG6jZiQyUio1WUH4BS6HqwEQYd9a8NA20qVKDD4EKF71pr69LhSX+Zfq91xAyX+mYrKD/ALDtUlnE5q1F1iZ8oEq8vGR4Ty1bwkxFqK5ThVIQt0CMRk0rFIZcby27YrFmbJjZH4KV1vSC65mHbHpWKQ7noLDjIADjI+JuuTYTbvAMo18eckC1d7oyGWF0k0DgFyjQwX7aG4ESRYGzecdaNBOs3eBpdc9GOF9Y0xCOoRCQMPhJjn0cwWuJhrcPU6Yipn1sGqjWBtaV1Qf09grKD/fg+3JfCqRLVEsfavmZZu58qMxzrWAGttj2CQg1dqOH258Pb9w1hNMVQTTGMpjjm+qZ64NGC0ZmatLOld3SU8kMvUtt9As9U2IkITl++sVrE9wN8T+N6Pr4XEI1btLTEV08txRlER01qG+sFofUOqCrQKF+jgmDa19pQ1LqaCGLmaXt377QlSPbkMGoeblticoZxCRi2R2wgDC6iE7YMnyq9f5jaujQYK7ec1jTDpbSO7VMqhnuR1GyPttYEbR1JlALPCxr1SWPBxbRVVoFecJBRA/onfL2N8aWsE+szAssIfz/EOUMCjVOkDIV5CkVD2g/QNQ+qLrq+9bM+UQw3MjINiFvhpTGhe+XY3hr1z8NLMFLRMNjY3Iq1rQNzaxvGHJs2ef157Ee6cQ9nCfrzmOe1YaxAQauKWZidaehMo7VGlx10wSYYrhAcGQ2DqKbYeOCRjmGub8Jfk6ZvpIL/40NYh7P4SlFqT+IPlOrBRYBmvP9ANGoRTZtn61T96acUmAptgl4ds38h06DW1YRZ83AX0I9jLsoLiNUzF9FsZdYMmNsUwyrZKA1mzSPZm6eyZWX7LyggFjOJRAwqFZd8robr+hRLNmgmr7DyAjw/CJtpTSiIjlgL/7s5jCKoPyihNRsm3DatPkP+KM8pEmicZso0UKkoTEkd6iDsQKptb3zPjAl7aIRrKcf20wjfSXqDZfBH8A6MYDx7DKMljrmxBWtbO9b5HWF2hHpny2f6sZ88jHcoi665WBetWxW1IkopVDoG9d4kWmt0xQ2nWnI1gt4cylA4lsmo61PWYA2XsANNsSOF5fqYlkEsZmEmjRn3CxFnvyARmdRLYzGMqkv7rl7M2szLIb1khFpXE7X1zfipKE0vDZDszQOQOjQS9i1ZBXuaGEbYw8VxfSplF7vqEWhN4I8HFZGoScKaeZ+dhdBMXm1yPpqJeZ35Lm1VjgeGseJN1sTSkkBjlVCGgvoUynxpraHqEuSq+P15vIMjGAdHcHcfD7cjX9eEua2dYKCE+9IA3oFhVDoWBhmrtH+/Umo8EOtqwvd9RvoKVAdLuPkqMdvDSMVw1jfRukpfgzhzGTWXtqf7pgUZftwKg4uuJrym2KR35KVtHcSPFTB8jeEGJI+MUn7ZmtM99FlFIyaRFgPXDfvDmKax5AmFESZvoHbBlLlkqzxezzJrfYbnEz2aA8vA3tomWY+ziAQaZzClFCSjmMko5oaWsPYhV8UfKodbnKdjGC8OhLuT9ucxNrfOq9BytahWHIYGy5TLDlUUsXVNqESEAJAQQyw15Xi0PdOPVXUb11U2tVDb0BxOyczyd6NjFpWt7aQPjgCQOjpKdXNruMJmlVAq3CV4uUzMZoxtoDbRpB4aswQaXt4mUKAcH7NkEzTJPiNni9XzlyAWTcWsMIuxrgnt+vWtzqtoz8e8cO2c9RurSRBosiNlcqNVKhUX3w9IN52mLpvinKRcPwwyJqT4i5nOeddbVLa0kejNYTo+KtCkDo5QvGTdcg13VZm6gdr2qZXxfoAxIUPkz9Csy3F8dNkh3hynEmisbBUk0DhrSKBxllIRM+xceoZ1L63VXIYGSpTLDpWKSzRqkkrFJYu6RCqE23cfRuEC7UAnmrWEHRxP5T8EG8gBBRQO4BOefLwJn/uoSdcZQBJIoEnO8HkEwpokzbK3EVdeQOvP+ictVy1d0LGgok5tGZS3ddC8N9yYK9Gfp7K17azpTjqXqRuonTdt2sQZ3yjZUNMatXleQKXi0mkqrOY4hlLog8Pg+LCMWRhx+kigIVYFrTW50SrZkQqVioPrBqRSkUV1NxQhDZwA9mPQB40ttSFssHR8rDei1o3AI/wIOyyO8YE8kEORm3BZPcUoMBs+64y3JVyPX3mun40jFXov6MC6oINl+U3wA1p/3k80P75stby1LWy+tUDVTS0ke0axKi4KSO8fIv+qjUs42NVp4rTJ1voGahNNWnGSjEyagvJ9TankkExGSFUdWra2USvYOKkokf+fvfeMjWzN0/t+73tiZRZz6ny763a6YfLOzp2ZDbOz9syGWRuQDBgQZBg24A8GFjbWQRIkyzYMwzIMPT2aTwAAIABJREFUw5A+WIBsWYZtSLK80kpaaaXdnZ1NM7MT7tzY1ffezs1UZLHiqTrx9Yf3sEh2k2ySTXasByiciqcOi1XnPOf5P//nX/dQz8hQvCEeD0OiMcRTR78XsrbapdMJ6HYDLEtSLDkvbix4nGA3erptMkx0wmaarKlsQ+cMWHq6ZWLpKPfDwEfHQX+EGEy03AtKCNaANQTX0vvySlFCD8pqs52kHBdEovjFdxaYX9PTNk98ssbfnywwXnA4j+LIMiWThJGfLGCv9wZ3rZwo8e75CRpC4CEwIL3oA6gBDy0tYBZFRgo6r4wz8s4iAO5KF6/RI3wBBzCKICaz0KSdtVmZ3HRkPGgChQc6TrZMvk6UotPxcV2TQtYi1zExsjb5N+dYX24j7zWJJ/PP3GC8IQ6OIyMalUrFBP5T4C8AZ9Eq7Z8Af71arX5vn+s4Cfx14OeAMeA68Der1erfPqrtHOLZQb8Xsl736HYD+r2IIIzJZq1jNa09FSiF2fax1zx9afQQya4Jbw+/XApi18Q7MULv5Mgj3fhrwHUEtxHEOzw3pxTnUZRRrCKoIViFwbTLregIQWcf22gpxQhaAdk4KO90YDbTx2MEPfROQl8EHtBTip/7cJkzq93BugXw+es1/tFnTvKeUpxD8SqKw5zrKnSwVCNRzL2zhLPqDR57f7bEv7w4s8vnu/dnLpXiLRLmp/KERRerpRWS/PUa65898XQ7KBKFu9hCKEVvrvT426LUgKAVgL+QW+XPzoyxMF1kbAdOvJMRVCnodgJM0yCfd5gqu6i2jyw6zH75LI1v3yBaaiOafSi/eETtZcNRKhr/APhV4GPgbwHjwJ8DvlapVL5ZrVZ/Z68XVyqVU2hiMgH8P2i191vA/1qpVF6tVqv/yRFu666I7zdJGr1nImPiRUWvF9LYIBj9iMCPsGyDYnF/0yGfKJTC8EKsRg/TC0gMqZUGUw4UB7WhRlhysBOXvRBnrauJRd1Dhskj3mh3iERheiHFag1nzaN5ZQq1JQ02QZchlhDcRVDf6UCSBihdIGGGza6dWR3QQgI0FNQQ1IAVxI4lEZkqHCU0sRhBUUYTjIP95x4kWvp29ladwr3GQ88+vdbl1GqH2+N5riO4rhQngIskTOzyDjHQAtYRrKfLBlrp+cX3F5hY2aRQ1akCv3N5N5LxaCRC8B0l+aJQWBfGGf3BPQDsRh+n1sWfzB9qvY8L6UeU3lkcqDayH9F95fFab6313jYVaKwb8IvvLdL/uEZwuqzJzBYV7sGwLgV4nr4vX7CZni0gGn3IWsixHG7GIvvGLN7ddcy6hxoSjeceR0I0KpXK19Ak4wfAW9VqtZ/e/3eAf40mHq88YjX/EzALfKNarf7z9PV/Ffg94Ncrlcr/Va1Wf3gU27sb/O/dofWX/6U+uJwdxThVfm5aQZ8H7EownqV4cKVndVjrHvZ6D2u9t21Gw6OQmBIlxSNfkxiCsJwlytmIKEaGCTKMEeGW6zuoHs5ql7E/vc3ilRlujuVYQrAEAzPeQ89PFYDzKPY61Em0MXQURQVQKLop8egCeaCcqgjH1fvjLLUpfLQ6uB2UXJBicFD7SnWFvzeW0+UbIbgL3MVgXCkukmCzSSbWETRhkFQ5gFL83AdLXFpsDe66MZHnt1+bQ0kxKBWNpH+r4kFT68Mm12W0GqSE4I8VRKM5PjOew0lVmfxHq/jjuSdeArDWPErvLm77LmZvr+OdGEE9xtC53I21He93+xHutRq5G3W8U2V68yWUITG87WFd/V5IHCUUSi7T0wVs2yTyAkTGRo7pwWezXznDJ39yC1Y60AtheOL3XOOoFI3Pp8u/t0EyAKrV6u9XKpVrwKVKpTJZrVZXdnpxqmb8KvAnGyQjfX2vUqn8l2iy8R8C/8ERbe+OiD5Z1ZoeEN+oE/7pbayfOjUkG48FRa8XsV738DZKJEGE7ZjPBsFIFFarPzhLsxo9ZHR49WG31yoBYdElGMsSjOV0LsM+xq3LMEYGMZmP18imBy7Dj5n74T3unx3j3rkJPVX1AUyk5ZGTqEOZKAWaXOR3H+JzpLDWe5TeXRrcjjIWjTdnMfoRY9+9A8B4x+eb9xt8e25km+dkVQj+cD9/pVJ8ubrC61sUk9XRLCuvzfA1kVBSabfLgaCoA7+nJH5KgL6HwD4/zmdWuwj0Gb270KI/Xzrw2g8FpcjdrJP7eO0hlUnGitytdTqV3XSgvWE1ejj1TTXjdy5PM9vocWmhiUy/KkYQU/holdzNOv2pPCK9XwFd08D3I4pFh8nJPJm05V71Qj1cMiUaxeki9vlxgoUmYs1DPKnPbohjwVERjY3TkNNb76xUKja6hBKiDeu74avofdvv7vDYHwEB8LOPu5GPQuaXL+P93R8Qp3HC4dsLKKWwv3h6SDYOgX4/1F0k3YBeSjCcZ4FgJAp73cNdbOOsdPZFLKKcTVh09ACxaEN9SJdRsmPZIMpaA2IRlDMPxVL7QAftGfAR+IPr6W1D0jdMfBeCT2V58846b1VXMJXSvoUba8zXPf75a3N0XZNxYBrFfFrOeF5gdANG3r6PSEl+Ykkan5pD2SaRbdKbKZBZbANw9uMaxak890zJh0hWHvG73Cj1lFFcuV3nldv1wWNBySV5Y5YzxuN9F0eBr5Hwu0oOyk1/WMwyN1NkNlVO8p+s0p8pHNrYu1+IIKb03uI274mSgmA0O1BYsncbeKfLeqruAZG7sfn5LYxkeG9uhPfmy6izo5y7vU7mXnOgxMkoIXt/UzmKMha9fki+4DA6lqVQ3ByRoLwQkZZONjDx1hkW3lvCuLFGHOcRxgvm3XqJcFRE4x8A/xXwH1UqlZ8A/x8wAvz3wCTwN6rVqr/H6y+ky48ffKBarYaVSuUucKZSqdjVajV48DlHBZl3yP/Gz9D6y/8Clba7RT9ZBAX2Tw/Jxn6xtVW154X4KcF4qhNUlcJq9nGX2jhL7T1LGwqIig5BOUNYzhKMZFB7GVSVJh8iTJCRJh7xLrM3+sBdBHdSyf0gXRw/PjXK/XKGb/xkgXIqR881evzFP7lB4/IU8dTz1woogoiRH90feFiUFDTemNuWP9F5ZRx3uYNIFIYfk7uzzvzZMeZJWFPwIYJ7aYdIGU0qNpZF0s6Qukf5em2wzrDgaDJzRCFwJeAXUrLRSf+n/+z8JP/echsj3e7snQbemYO3ze4XZqPHyDuL2+LTo4xF8/UZoqzN+B/dHASKZW/V6VQmD7b+Vn9AVgC+e3YchCCjFOMZi/ark3TOjpK93SB7t/EQgfcdk2zeZmQkw2iqXAA6L0OAzFjILX6M8avTLM8WSRaaqHofMfF8ZQINsYkjIRrVanWtUql8Efjft1w28JeA/+4RqxhLl/VdHm+iS8NFNtWTY4EsONhfOk3whzdRLc2NoncWQSnsL50Zko1HIIpiVpY6dDq+dpVb8qkSDKPt46ZTOLdGS2+FkoKw5BKMZAjLGcKRzMEOQEKgNtpRdxDffTbJxRKHbxHNKEW+4PDRF05x6cNl8unZshkljP9kEW/eo12Z2P2sWSlkECP9CBnExBnr6QZKxQkjP17Y9n9pXpnWo963IMlYeCdHyN1aByB7s05vrkTimIwBX0Kh0hLPTp+s7IeM/GRxIOHHrsn6p+aOfPBZnk1loyUE7YzFj0+W+cwtvVvLpdu9J2k9DJQic7dBoVob/I0A/YkcrSvTg7/TOz1KISVbesrs6IFi0nM3N3fPywWHW2kY4NktA9SUbdI9P453pkzmbpPs7fUBqQ/GshQKLhNTebb+p5QXIlKSsXUGk5SS8udPsnqzjlxuo8azw/3vc4qjMoM6wF8Bvgj8CPgOWlH8FvBfAPeBv7vHKjb2drupHhv3P5FMWmGbWJ8/SfT2AklNM/jo3SUtuX/57PDLvgu6HZ+VlQ5eN8Dvx2RzT6dVVYQxmXtN3MUWVmdnAUwJ8Mdz9KcL+BN5OOJ4cx+4l7aY7kUuLKVwAQfSpdpyXd9209tZ0t2zKehenSYey1L4cBkZpx0b95pYjR69+RIyiDH8COlvEAtNLsQDloveTIH2xUmU+YT/T0pRendpW1BW+/w4/i4BTd0zo2TuN7VRNk4jvi9tRnzv+ouME0beXkCG+mCnpKDx+uxjmSH3QhZNNn5fSepC8P0z41y518CNEmSUkLtZ1/4IpRBhkv6P9GXrdRkmJI5J7Jgk7pala5LY5sDfI6KY4vvLuMubHTRKQOf8uE423fK9806UyN6qb8ak36rTfnV/qobR8XG2vMf3zmk1w1Dq4chxQJkG3plRvJMjiHtNlFJY58aZnik8tP9UvQCZtbeVTTYw9dOnqf+rjxCLLcJ2gFE8shSVIZ4gjurX9jfQ+Rn/M/Dr1WpVAVQqlb+C9lj8b5VK5YNqtfpnu7x+w1202+nVxrdrPy39RwJhGbi/fJn+b31AkrbBRe8v6zLKV4ZkYyuSJGFt1aPZ6NHtBCigUHIwnoKKYa17lN5d2nHEtwLCcob+TJH+VP7AZ7QR2iy0/aKjvDduh0AXwQo7dDykyKQxzSfT9M3Dfkobw75K7ywO4rOtToB1rfaIV27ZlsU2VqNP87VpotKTayPMX1/F3dJe6s2X8E7v7ixRlkHn7BjFqv7bMvebeKceEfGtFMVrK1itzfOX1sVJotLxnq+4wM+R8G0lqdkGf3ZmjLc+SpWEO+u4y22kHw88KQeFAhLHIHFMTSi3zhFxDJqvzT6kCgFgSLpnRjc/w3tNuqfLJO6jLbC5m/XB93Q1Z/PxZAFTKb5Msmc3k5KSRtGlUHSZnspj7KC2qV6ILLoDI+hWWHmHwmsztO43EXUPhkTjucRjE41KpSKBfx9d3viNDZIBUK1W71Qqlb8E/B/pc3YjGhua3Mguj5fQv6/WLo8fC4Rj4v7SJfr/9AOSlM1HHyzrMspXz70wZEMpRXx7nWS9p0+AUvc8g+sPLAESBUlC5Md0mn3CfoTlR3pegRR6J5pAkjEJiy5h0T16yXgrEkXuxhq5G/WHDtxh0RmQi/3sVDcQA8vAAoKFfaZr7gY3JRenHpNcPLSNOZv650+Qv75K7s7D+RM7QUmBMuTgLN/shYx+/y6dV8b1wf6Yv9eZO+vkbq8PbvvjOX1m/Yj37Z0YIXungdkLEUqHYTXf3D3iO3O/SWaLGdGbL9GfezLdCzbwsyR8R0l+fGqUN+6sU/AjhGJHEnwQCHTnkeFv9xn5o1maV6f3VGt68yVyt+oYfqpq3KzTvviI4W9egLPUHtz8/tlxssBXSR5pOg7CGMOQOK5JZpcWVeWFiKnCjooGwNRXztL+/h3M6zVCP8I4JjVqP4jjhDhKEFK8MPv/J4Gj+I9Nokn8B7sYNd9Nl6f2WMdG4vG5Bx+oVCoWcAKoVqvVw/cdHhIDsvFbH5Is6x9b9OGKVja+eg7xtNszHxPJWhf/2zcGf9th8PB5yM6IXZOwpElHVHQJi86R1MmlF1J6d3GbDK+EnqjZmysdyIfQZpNYLMOOyZr7hfMAuTi2fgMp6bw6STCWI3OvgUgUiW0OznpjxySx9fXEMVCGBMU2YiYUFD5axV7zaF2ZPpYR5yKIyd9YI7OFEIUFh+ZrM/vLmJCCzvktEd+1Ll7dIxzd4Uy40aPw4WY3fVBy910mOCqYwFdI+GMp+U5lkm+8s/DQc0Ip6DomHdfUS8ei65j4piTnR+T9iHw/JO9HFPoRmfBhE7MC7pwdwzk3+uiDnyHpntky/O1ek+7p0R2Ny5B2Qd1cZyo9fWxkLFamCnydZF+/+8DXreyFgrPjtqlEQT/SHo1dBkBmTo6QOTtKf6FJsuZhzD44hP7JYW3VI5uzKY9kKA7VlX3jKPYm6+iS9G5dIRsdJYt7rOMP0L+Xn0VHkG/FW+gThD86gm09FIS9RdlImX10bUUrGz/zynNJNlQUE/7gHuHbC1qdeAIw+hFGv7OtnhxlLaKiS1By8Q+oOAC4iy0KH65sc7hHGWvfpYAYWEGTi/v7VC0MpbDRX0orXdqoLdd18NUkx0gudkAwkSPYrzNfQPeVcYKx7LZSk1P3GPvT2zSvTBFMHFGaZaLNivlP1rb9n2LXpPHmwTo//Kk8QckdkMrC9Rr1z5/cpoZIP6L0k4VN86dt0Hx99qnMzDCAL5HwvekC/7d7ipFeSMfRpGKDUAh0bTgDqR9HR7g30rA0D+hvTEeNE3J+RKEfku9HuGHMvdEsqwWXcyrhs/vITenNF8ndrGOkCkvuZn2b32UDbeD7/Zg/t7CZTFA9M8bPS7WvvJE4VsRRgl0wKOxyUFa9EBwDkbcR2Z3XKoRg4qfPcOfDFay7DZKpPPKY24R3Qrcb0PNCTpwa4fLV6R3LQEPsjMcmGtVq1a9UKv8I+HeA/xr4zzYeq1QqE+l9AP/nHuu4V6lUfgf4eqVS+dVqtfqb6eszwH+bPu1vPu62Pg6EbeB+8xL9f/YhSer2j6o1oo9XEUUXWXIRpQxyxEWWMoiSq388RyivKaXZv+qHECvEaPZQJCe+18D/gxuDFt4NyNkiwjU15VNqQEDUBhFJFEmsCIOISCliBdKUCFPqnbgQOjxKioH50ewGWM3+QKZ/EKYXYnoh7lIbqjWCEZf+VAF/urBnn7+IEgrXVsgsbK+m9WaKqblxcyewMd+ihR5lvnXZZe8uEFMpptFR3dPpGPMXqZs/LGdZ+6lT2lCYeiZkGFP+8QLeyRHa58cPn/2gFPZql0K1hult7/jZCOQ6sHIiBJ3KBKPfvwuA1dJdRf2Z9Cw3UZR+sjgoKygBzdcP8T5HCAl8AcWdEZfuiJvOhNEm30yaaLrzJ7x5AhCrdCaMBC9j4mVMukB1S1T8J0LSSH0Te6oNUtI9O0rxw82R9t0z21WNGvAHSH7qVg0j3QzPNTk5W9g3efZTNSOXszF3MRurnu44McZye+4rS2/O4UwXCBdaBM0+9g4q1nEijhNWa10mJnOcPTvGyDAW/UA4ql/frwOfAX6jUqn8LPBtdNfJr6BbV//HarX6uwCVSuWr6ICutzcIRYr/GPhT4B9WKpW/D9xDp4WeB/6HarX69hFt66GhycZFTTY2DnCxQq33iNd7aHFnCwyJKKUkxEmd4oYAKRGGSG9LTRaM9GAdJ6heiOpHm8t+qJm/H20fEeGYmKfLGGfHME6UEI/oHFC9kOCPbxFd324WFAUH+8tnMU/tXXHt90JWFlt02j5xnJDLORj7CTtSCulHWM0+ZsvXSZyt/o7zP+xGH7vRR1Vr2rg5VdBKxxbSYTZ7lN5Z2tYWmZiS9sVJ+jNFOsDtNIq6nRKK3SK6d0JRKWZRzKUljxeJWOwEZRk0X58huN+kcK02CFzK3mlg1T2ar81sm7q5Hxhtn8J1PZtlKxJTH+S8kyMgD0dgwpEM/cn8gBjlP1qlP5UHKSlcr2E3NpMr25WJnY2RTxgCOPUYKasGUEgvW3cCV1F8R0lW0+/3mhD8tpJ8eY8ZMAC9uZJWNfpa1cjfWKN1eRqAO8CfIHGCmNe2pKhGp8v7blNXCoIgolBwKRZ3N98qL0Ds0nGyFcI2GPn0CVZurWOs91Dl7BOdU7e26pHJWExM5Dl3fuzRLxhiG44qR2O5Uql8Ft3K+mto0uADPwb+l2q1+g+3PP2rwF9Ft7v+5pZ1XK9UKl8A/hvg62gV8TraRPp3jmI7jwLCMnC/cRH/258Qf/SISI84QdU94rq39/MOCz/Sqkq1BqbEODGCcXYU89SoViZSKKWIqjWCP7kFW41oAszXZrE/dwLxCK9EzwtYWmzTbvsopXatue4IIUhcC9+18DdCpZRC9iJNOpp9nJXONuIgADuNBVfXVghGs/jTeV3n/2RtW5tmUHJpXp1hIWtRRXIvfc/9wtiiWsw+YibICwsh6M2PEIxkKL27tK2LZey7dwhGs0Q5izhrE2Vt4pylyd8Dn7MIIvIfr+mEyC33K7QRsXNu7EhaSzvnx3FqnYG5MnunQWKbZLf4P3ozBXondvOXvxjIAD9Pwg+U4GOhiVtfCP61knyWnVtPAZCC7tkxih8sA+AutFg+M8q1rMMHaHXy07fqmCnpjG1DD0vbJ8IwRkqJ45hkdimJgDaCysn8jh0nD2Lsp0+x9p1PkCsdul6A84QyYIYlk8fHkemJ1Wq1Cfzn6WWv5/014K/t8thH6ImvzzSEZeB+7QLqq+dImn1Us6eXjf7gtvJ2Doc6EmycVWz1VkQJ8c068c06gRTI2SLm2VHkeJ7ge3dI7m9PgJcTOeyvnsPYRx2+2/VZTkkGQD7vPP7ZhBAkWQs/a+FPF+hcGMfcEq611Zkv0N4B5wHCpoD22VHeOTtOVUqaj9goR+mkyCLbl3merJfiWUacd6h/7gSFj1YHB22RKJzVLs4DvFpJQZTV5CPOWSghyN7ZIRFyNEunMkFUODrzXJyz6c2PkL2rtzF3o75tCF1YcGhdmnq649mfEAzg8yhGVcIPECRCX76HoK4SPr2Lb6M3WyRzs46VdvF0bqzzwdVZANwg5vW7mwqtd7p8oBKa7+s04EJx9xMSpZQunWR3N4JuhTmRp/jqJI27utVV5ewj697aDcOSydHg6RUuXwAIy8AYz8EOPxIVxCTNHqrZJ2n1IUp0mSXRSxKlFY90qW8rkAKRsbQikS71bQuRMRGuBbYBYUx8u0F0s058ex22eiASRXKvSXBvh/EypsT+/EnMqzP78nd02j7LS206bR8hBbn8Mf24hSAqunSKLp3z45jNPu5yR5MO/+F2wNA1+eGVGX4wmiPYYUdWUIoTKZEopZM4hx7xfcKQtF+dxB/LUnpveVd/jUiUzu3YJRQtylq0KxME47ljOeB3zo3iLraQaRjWBhJL0nhj9tjnijxrOI+ihOIPlRyYRz9KfRtvkbBxiPSBOwhuS8n42TG+/r4eZndpocn3z47TyNl87vYadqw/08SS9Ob3rwzFsSKKEvJ7mEABvU9M1CAVdD8Y/9IZmm/fx7lRxw8ibPt4D2HDksnRYEg0jgnCNrRacFTO/Qdhm5jnxzHPj6PihPhek/hmnehmXY9V3gHGqTL2l88i93lm2Wr2WVnp0Gn7GIYg+wTOIABNOkYydEYydC6Mb84oWW5j+DF3pgv81sVp/B12MrNKUSFhhqPLqnhZEUzkWX0ri133MLoBhhdgeqG+vsesmMSUdM+N4Z0YOdZOD2WbdM+Mbhstr4DmazO7tmu+6JgE/o00v2MtJRu11LdxGcUCgkU2DdArsyN8/sYaI70QCbz1SY37Fyf51J0tasbJ8sE6g/wIx97bBAob0eMmciTzyNLtBpwLE+ROlvHuteg1+qjJ/LH9zoclk6PDkGi8ABCGxDxVxkyJRLLcJrqxRnyzjmr5iKyF/dYZjLNj+/ZVNNZ7rNY6tNs+lmWQyVpP58AtBOFIhtpIhu9WpmgniuCBnZepFOdQXEgVjCGODsqU+JMPk2URJRhegOGFmCkJkX5EVHTpnh493nC2LfBO6vLJRqmtc36c4BHGwhcdGzHo31eCG6lvoycEP9jhF6yk4EfnxvnZ93T6wCuLLeYlA4UoMaU27u4TCgiCmELBHkxn3fW5XoDI2BgH+H8JUzL2hZN0qzXsWpemZWCYEtOUemnII5mrtLVkcubs6LBk8pgYEo0XDEIKjJkixkwR9cXTqE6AyFrbhhXtDUV9rcfaWpdOy8d2DNzMUyIZ6JyL9xG8jyCRYpuZoqAUFRRn2V9f/xBHB2VKojR4ba+xzMcOQ9J4c47cjTXCkqvnewyBgW6pHVUJP0Q81MLtKh0kdxrF2HSe6IaF6YUI2J6memLkQKF6YRAjpcB2TLJ7mEAhbW3N2cjxg7Wq5t6Yo/D7nxDUPZx+SOCY9ITADyO6cYIQAjMlHzJKDjUKYWvJ5JXz4wd+/RDbMSQaLzCEEIgDGfAUq7Uu6/Ue7baP65q4TzF/YA34Ux42ec6k5ZFZhuWRISAqODqQa4htEEAFxQiK7ypJCMyn5GJbmJwUdM+NUXp3advrlRR4pw7WtaNNoAaFgvtI9VR5IXIi98jW1gchRzJMfvUcftElWOkQ1rpEzT6BbeA7Br5rESmIogTfj0nihPqaR9AJyOasR26Xt6VkcmlYMjkSDInGEIB2gGuS4dHpBGQyJs5TmikQAe8guPbAmVhWKT6fEowhhhhif5gCfplkT1Leny6Qu1HH7G4ae70TJdQBzJZxkppA887eJlB0CKDqh8iMta/W1gfhfPUc1uVpok/WiD5ZI651UI0e0VqXqNEnckwC1yTMWUSJou2aLNd7rK52KRT09lk7KDVxnFDbUjIpD0smR4Ih0RgCUNRWOjTWe5pkZC2cpzDeHfQQs+8hH4oCv6AS3hiWSJ5bKAVROpAqihLiOEFKgWFIDEMvpSGQL0E76tPAIz9VIeicGxvMkVFC4J0aPdB7BL7uAsnm7B0P4tvQDxGmRGTtA6quG5srMCbzGJN57C+cJKl7xDfqRJ+sEi93SNZ7JOseiRSoiRzu2VGMmRLtVp9Wy+f+3SaOq9tvc7nNBOe1tWHJ5DgwJBovPbSSsUEyslkL+ymQjBD4MYKPxHaZspCqGI+YL/n8QSlkP8L0AhLTIHZNbaB8QgfaJD373DjQHyUUkKQtjlEU64mXscKQ2rBnWQaua5IkijhWhGFCvx+RJEofQIwNApKSkHQeyBDHC38qj3eihFPr0nll/ECx7Qrw/Zh83t7XsDGdn6ETQR93TIMQAmMshzGWw/7sCZJGTysdN9aIF1qoMGbu3BinP3eS2kqHe3eb1Gq6m66x3met5pEvOliWpNcNOXFyWDI5agyJxksNRX3NY73+9EhGBCwAP0TibdnhCKW4iOJqOmDqhUGiMDs+VrOPSBRR3sHohdjrHihIXJPYtYgzJoltHml7qAKiMMH3I8IwxjQlcaSVBcs2sG3jUDtXBcRRQhimxCJKYIshz3ZMTGOTYDji/4YKAAAgAElEQVSuiW0bxHFCEMT64seEUUwSq5SYJIRhTL+foBQ4ronjGEPF4zghBO2LU7QvHvylGyZQx9GKxqOgW1utAxtB9wM5ksH+9Dz2p+dJ2j7xUhvzVBkhBVPTBaamC3hewP17LRbuN2k1tcqx1vSYmspz5tywZHLUeKH24UMcDI31HmurHu22TyZjPhGS4aMHNtUQrCCoA8kDB48RpfgCCc9cPI5KkycPcbATYYzV8jFbfRLb0JHeBYf+dAHpx9iNHrIf6gm3vRCz7SOjWI94dy1i1yTOWIciHkmiCIIYPw0+c9KOAMcxCUN9QA+CiHZLh7LZtoGVko6d3m1ALKKEKIyJUrJimgaOY2LkNMFwHHNALBzH3DNTQW+nJh7hgHxE+Omy349o9ULsdJ1H0cL42FA6ZE9GsU66fUqepmcBAxPoHkmgW6F6IXIse6DW1sNAFpwdc4OyWZvzF8Y598oYtVqH+3eb1GravzEsmRw9Xt5fxkuOZqPHaq076C45LuOnB6wgqKXLBux6oJZKcQXFpX2Muj5WKIUIE2QQIYM4vUTIMEEJHRQVOwaJbZKkyx0JQFoesZp9DC8kztv054qEpQzeyTK9udJm3kSiMFt97EYPK53xInvBgHjY6x6ipuhP5fcVRvWgemFZBtmsjeMY5AsOxaKL7ZgkcYLnBXQ6AZ4XEqYH+k47QAiwLGNAQHcjFrmcVisyGQs3Y+K4Whk7qCQupcR1Ja67+fcppeh2AhqNHj0vpN+PaDb72LaB42ql5FiRKEQYI8IEEUbpMkamS4DYkEiVEE0VDjx87kVAss0Eund2xgaUFyJOHM4IepSQUjA1VWBqqkAQxIOy3RBHiyHR2A1hglLqSMe8Pytot/rUVnQYl+MYx9LCehd4G0lrH5/fxij210l44iOwlMLohUg/3iQWYYwSYkAi4qxFOJIhsQ1EovTz/BijH+oSSBijLKmJh22QOCYiTvRjsSIsufgTOYKJPN6pMv5E/mFiInUaajSSgdPpdnWDTeKx1sVe7eIutQmLLuFoZkfCtpt6kcnq2nku72xTA6QhyRdc8gWXJEnwuiHdjq9JR6iVhU5Hk44HiYWbschkTNzMRsntiL0e/Yjooxpu1mbubJleL6K53qPbDfD9iE7LxzAlbsbCfAwfh0J3QcSJIkn9JIkfka91MYKI2BDEhiQ2DRJTkpgSlbP10jRILInV6lO834TTY+C86PN+t8P3I2zbIJu1Hm0CBVQUo6IY4T59orEVT8Ob9rJgSDQegDFZQI5liWpdkntN5HzphSIb3Y7PyrI2Qm0cLI4aVdIUwl0+N0fpPv4JFJMoyjz5oWYiSjDTcfXKkLo04VqERZfENlC2SZS3ifJOerGJCo5+XdvHausyiNnxtxMVP8ZKx5QH5QxR0aU/W8I7NUJU2N/Znt5AQZx36OUdevMjiCihcG2ZxF3XUez3Q/ypPLEhB96IKEpIErWrevEoSCnJFxzyBYckUfS8gG4nwPMCEILMMROLrVBhTHS9hhzPktS6qFZAtuSSzdr4viYc7baP70d0O0HqD9hDRRGbiw2z6oZJNYkTFGBI3fliAiONHnE5QziaBccgztokWVsP8irYiLyLLDiIvI1hGsT/4hr995ewbteJzoxhWC/HWfE2E2jpAGqGa+no8WOeVTLEs4Hhf/kBmKfLuD93nr4QRNUVVKIwTo68EGSj2w1YWtJTWA1THnmsuEJ3jnz4QOdIVmlCMQlMpjHhT+vTlKkKYXQD4pxNf7pIWHIJy9kBmYjyzp5+iDjv4M9s3hZ+pIlHuz8gISTQmyvSmz9YFsFuUKakdWUGr5Qh+5MF7JUO1ser9IouSdHFsoyBD8LdaNt7QL04CKQU5PJ6HQxGjT+Z/5qKEqJqDVnOYM6ViC2DeKGJSOv/jmMyOV2gPJal2ejRavkEfkSwMX9FgdptPLrSf8ZGa61tC6QhMaTAtAxsU+Leb2LMlbCuTJP91hWs0SyGqaOtd9sP1OeK3Ptbf4z4cIXkXoNkvrSvs/vnHWEYIwX7NoECmxNbnyE1Y4jjxZBo7AD79VmEKelLQXhthfjWOsbp8nNNNnpeoKewto5nQFoMfBfBrS0kI6sUXyHhYN34xwClMDuBLmVEMWHRJThVJhjL4Z0s058uPFZ3h3JMAsfUU0ofe1PVoOa97RLqckgcK/KXpjiRtSnWPSbWusgowZwr4uad1Ch51GfTT+57r+KE6KMaImdhVSZwv17B+8fv6zbFlo/YctZsWQbjE3nKo1lazT79fjQw7G6jGWrj9uCKJhW2MfCgWKlsHn+8BuUM1uVpMr92VU9n3gdG50s4f/Fz3Pvb38W6tkKj1iUqZ55qfP+TQODH2I5JvrA/EyikikbWQo4OicbLgiHR2AXW5Wk9ZlpAeK1GfKOOcXb0uSQb/X7I0mKbdquPkEdPMkLgO0iWtnw2ZaX4KglPc1eyrTxiGlq5KLr0Z4p4J0e0H+IpIgxjup2AMDVYblyUUpiGxDQNTEt3cGQyFiMjGRzXojTiMvozr1C608D5cInk1jpqqYNxzjkGkvHkoBJFfGMNYUqsyiTuL13CmMhjX50hWW4T399UNbbCMCTlxzxoKaWIb6+johjr0hSZb1zcN8nYQO78OKd+7SqL/++7jF5bYdU26caK3D5ir59HJIkiDGNyOZviPk2gkHacjGYOHD0+xPOLIdHYA9arkynZSJWNT9b0BNRnobVunwj8iKWFFu22Hn2VO2KS4QHfRrK+ZUc6rRRvkbA/IfUYkCjsNQ+z3d8sj4y49OZH6J0YeeptiP1eSLPZx/NC8jkbyzbIZOwBqTANiW1r/4yTzpvJuBa5gk25nNlsE704SXxliv6/uk50s05cXUHNFJHThefuwKaUIr5VR8Vq80A/oafGWp+aI3h3kXixhWr1EaWjJ4jJQgvV9vV7/+KrGHOlQ63H+dxJppfarMcJ3Fpn1TFotXzyefuF62bYMIFmstZAEXoUlFKpomFjHEOGxhDPJoZE4xGwzo8jzEuQejbij1cxXhl/LshGEidayWj7JImiUHAeP3hSKd3+mSiaCn7PtOhu+SzOBBFf6vYxEv0cBCSWMejIOMoAqp0g+yHOSofENumdLOOP5+gdQXnkcaGUotsNaDb6RGFCqeQyMZFnYjLPSNnFda10iJ1uEd3vQcmYK5H982/Q//1PCAsO0SdrJHUP4aQttzI15Qqhv7MSfVsKMKQ25JlP9wColCK+20D1Qn2g/ze3H+hlzsZ+bUPVaCGKjx7YdRDEKx2SWgfz0hTuz53HPHf4BBchBc7XLlCqe5j9CNHqU8/ZtFs+2Zz9wnQ2BGGM34/JFw6mZuBHCEMgM9axEMYhnk0MicY+YJ4ZJfPLl+j9U0F0bYXoeg3z/PgBRq8/Hayudul2A6IoSYN09niyUkg/QsQKESfpRT28TBJQsJix+J3pEv6Wg/fVTp/PdPqDA5xKHzO8EKvRQ4QJypQoe5N4JLZBYh0BAVEKa72H1ewTjOXwJ3O0rswciW/icZAkinbLp9nsIYWgNJKhWHKZnS1y6nSZ/CHmPDwI4Vq4v1jBPDlC/zs3SGpdiBNQSlsWErV5iRRKpdeDmOheE+PMKHKfHQPHgWSxjWr0MS9O4n7tAubph1091ptzBO8uaVWj2UccUdkrqXsk95uYr07i/PQZrCvTj71OmbNxvl4h6fjIdxYRUtAsOHQ6AXGc4DgmQorn1rvh+xG9XkSuoDtNcvn9a5db/RnPw8naEEeDIdHYJ8yTZTK/cnlgEI2u1zAvTDyzZKPT9mk2+/R6Ifm8vXN0c5xgeiFGN8DwQpQpUKaBMgTKkCgpSGxrcF0ZEmUI7hqSPxaSeMuu8g3X4JXREVqm3Hy9KRGxwuz6mO0A6YdbArBizI6PDGKIEpRlEOVsoqKDOqBbXwQx7koHJaA3X6J3skzr4tRmGNZjQClFGMR0uwHdbqjzLUw9h8NMl4YpMA05uF9KQRTFNJs+7WYfxzWZmMhTLLmcODnCiZMjRx6QJoTAujyNMT9CfK+BihJNJuJEX48TTTKSzetxrUN0q058Y41kNIsxX3ri3+d4pUOy0sa8OIX7M+d0uXIHyJyNfXWaZKlFvNBClB5f1UjafeJbdczzE9ifmcf+3InHWt9WmHMlnC+eQfUjytdWMCfzSCnodgP6/T6gO182ul82rm9cnkUiooB+L8L3IwoFh5FyhvGJg80qUb00enzYcfJSYUg0DgBzrkTmVy7DBtmopsrGY7SxqfTMUgURyo8g1HHGGFJL2kZ63ZDaL2JotWCvH3cUxazWOnidAMcxMLdI4yKIMb0Aoxsg/YjEtYhyNsFYljhn67wAy9BhVdZ25SG2DG6velz7pL65PiG48toU49MFnfq5B4QfYXZ8zE6wbSn9CJm2iGbuNUlck7DoEmetveO+lcJs+dh1j3Akgz+Ro31pmv5scb8f/y6rVQR+TKercySSRBv6RkczSCmJ480JpL4fEXeTwWTSOFF6SJnSfpjZuRIj5QynTpeZmS1u+18cB2TJRZb2d1augpjgT2/j5+8R36oTvb+McXYU+YTSLTfVhAmcL57GfmNuz+cfpaqhvID44zWMM6NYr83gfOXckftarE/PES80UR2f4lIH5+QI680+YZiQJDrzZOOih8vFg9tA2k6rf2MCdPlL6PLMxn0bQ+iO+3ulgF4a4lYsOoyO5Rgdy3DQjiTlhciyi3zKSuMQTxZDonFAGDNFMt+6Ar/5HmG1Rvjj+5oIWAaYEmFJMI3NpSkhJSIqiDSp8FNSEcSoIAZTIGwT4ZgI29DkI05QsULF6RlorNKz1AQQYAiEmb6nKcHceF/BWr1H0AkwEkXGdZG9cEAuRKx00mXJJc7aRCUXfyKPP5knLLm7HtiDIObD95eprXQH95mm5PU3Z/bt+FeOSeiYhFvd5mnJxlrvkbnXxKl1MNuaPIiaIiw6WuV4YE6GiBKcWgcRJvRni/RnizSvzOwrnnvHbVOKfl+HP3W7AaCJwsRkjmzWZnw8x+RUHtc18f0Ivx/R9yMCX7edblziSIdACQHjE3lOnS4zPpF7NmZzPABhGzhfOYtxpoz/ex9rdeN6DTVZQM4Wj1XaTpqpmnBhAvszJ7C/cPKRr9FejWmS5ZbuQDmkqqH8iOj6KsZ8CevSNO4vXDiWv1UIgfu1C5pQtX3ctS7zZ7X/I9oS5z4IXAsTwnQoXZKo1A6l0gvbl4kiSW/3egmmKcnmrGMZOqeUzuBJEkWx6DIxmaN4SH+F8gLEbHGoaLxkGBKNQ8CYyJP51lXEb18jafRQYSr/byyjBMIY1QvTuF1dL9dkwkDkbF2jdIxNgpEO/xF5R5OMlJAM1I4gBj/S9fUNArLxXlGMCvXt7nqfYM1DdgPKtoHRDVBSEGct/Ik8cUarF/5knmAiR5x9dH21vubx/rvLg1hr0NM03/z0LPnHPfsVgsS18Gcs/JkiRjcgc69B5n4Ts6WnnGbuNIkzJlHJJc5YGF6IU+sQ5R382RKdygTeqfKBhp1tTA4N07hurxsipCCXs5maLpDLWoxP5JmazjM+kXvkQDBIyyxhQuBHCCEOVLt+mjBPljH+/Bv437lBUFgiulkn+XAZ8+wY4oiTY5VSqPUe8a06xrkxrNdnD6QmWG/OEbyzpHM1DqFqDBJHJ3OYlQky33j1sRTJR0FkLNyvV0jaPuF7SyQrHYypApZl7BropZQaKGZJkpKKHS4bsemeF+B1Q1pNn1xufzHg+0WSzpoBKBYd/ds45G9epfs1kbGOfZjaEM8WhkTjkDDGc2T/3U/pg38vRHkhqp9e76e3N673QlSsNJEoptHFRQdZcBEFB5HdX5+9UkrPYAlT0tGP9PrT9+3WPe6+vcC6a5G3JIkhkWEMAvyxnCYX47l9eyCSRPHJx2vcvrm+7f7R0QyXr07jHMOMlDhn06lM0nllHHe5Q+ZeA7vWxWr3sVc9bUZF4E8V6E8VaF6dId7FUKmUIo5SQpHO7dhYqgQsS6bj0U1mZl1yOYeJyRyTUwXGxrMHbkcUQk8+fR47C4Rr4f5CBePMGP63Pya6vU704TJytoScyh9JWUH1QqI76+BHGOfGsK9M437tYGqCzNrYr2/J1TiAqqH6kSYZJRfrwgSZX7qMcI8+gv9BGDNFnC+d0X//tRWEZSDKmV23WwixJxF5EL4fUVvu0O36dLshlhWT3ec+ZS8kiaKTpgjnCw7TM0Uyj0E8dfS4qfd/xzD6YIhnF0Oi8RgQQoBr6Z1V+Qm9n20gbAMeiPuN44Rr373Dzeki0VgOOVOg9xg7Gq8b8N47S7Ra/pb3h1fOj3Py9BOIZDfkoCRidHwyd5tkFpqY7T6JbdI9N0bnlXHtW0mhlB4o1vNCPC8cKDBbEyCzORvbMjDTaaP5vE0ubzM2lmN0LPtMljieJKzz4xizRfzf+5jw2jLRjTpJo4d5unzog7KKE+L7LVStg5wpYLw6if2peezPzB+qtdZ6Y5bwnUWtajT6iPKjVY2k4xN/tIqcLqQk49KO48OPC9Ybs9pbEsTE9xpwv4mcLiDHco9dtnEck7kTJeprHqaph8610nZa65DejThWg6GL+YLDzExxX/Ny9sLQCPryYkg0XhB88tEaK8sdup2AuROHHwSnlGLhfovr12rE8WaQczZnceW16YP1zB8R4rxD5+IknQvjOLUOsWsNUj3jOKHX08Si54WgIJO1KBYd3Ew+HTBm6bkdOZt83iabs8nl7GM30D2vkDkb95sXMc+M0v/DG8S31wnfXx60JcrR7L7KDUopkjWP5G4DUXAwr05jXZjA+dIZ5GMYOWXWxnpthni5rWegjOytaiTrnh4jcGpEJ45+8xJyn3M5jgpCCNyfv4AsZwnfXSRe6RAvtvTgxqkCcjKnPVePsf6x8RzZnE1tpYOXGplt2yDjmsi0ZT1xzD1LjAqIo4ROJ9AzcwoO07PFHdWVpBugvAA5vr/OE+UF+js0NIK+dBgSjRcA9brHjU800RifzB36ABqGMR++v8LKcmfb/XPzRS5UJjCe9oHZkPSnCrqPv+7heSGBH+O4ehT6yIxLJmNRHssyNpZjbCxLNme/9CrFYSCEwLoyjTFfwv/ODaLb6yTrPZK1LtG9BiLvIsayyHJmx5bYpBsQ316HJME4N4Z5sozzpTOYp49G+rPfnNuiavQQ5Z3PkuPlNslCC/OVMawrM7hfr2hF8ClA2AbOT53C/vQc4QfLhG8vEC+1iZfaRD9pISZyGFMFHbZ2SLimZLbk0OyFeH5IuNpBBnoeiTSl7jBLD/R6im1CFKvUxKyNzEopcjmbQlGXS3YqIao4Ib5eA0uimv19JSarXogcyQwVjZcQQ6LxnCMMY957Z4naSodsziJ3yDO19XqP995dwu9vGj4tS3Lx8hSTU/mj2tzHgtcNqNW6CCCbtRkpZ8hkLIpFl7HxLOPjOUbKmRcu6vlpQo5kyPzyZZKOT/TxKtH1VX0mXvc06bi9jii5WuUouZAo4vtNVL2HnCtizpWwP3sCKx1UeFQQGQvr9VmtatxvIUa2ex502mgT1fAwL05if3pem06fAdIpbBP7jTmsqzNEH60S/vg+0f2mJhzvLSHKGYzpAiJrb4arbXSebe1C21gG2qNFL0RFCcK1KGUt3Nki615IJ0pYCxMyhqC42MKzDCIhiOMEITYyYPRUXMOQGIae3DuRZn/shKTWRWQtzPPjRB+tEn+0ivHK2K45LEqpLaWToaLxsmFINJ5zXPtwhdpKBz+ImT9xuPkMiwst3n93edt95dTw6R6D4fOgSBJFfc2j2wkYn8wxUsowOpZlbDzH2Hj2sQxqQ+wPMu9gvzGH/cYcSaOnD5DXazpwq+4RL7VRN+s656Gcxbw6jX15CvuLp48tl8N+Y1aXIRZaqPUeIm2zVnFCfLOO8iMdBPbls1ifmnvm5r8IQ2K9OolZmSC+0yD88X3Cm3WS5TbhtRX9pFgBakuWjnj4umUgJ/LaVO6YWjUYzZIdzVIsuXy80mWl2SP6gxs4jR7ZbkA4kR8EztmO9i85jqnNzI6552elEkWy1MI8N66HT5oGUfURIYZBDIDMWMh9eGqGeLHw9I8iQxwaS4st7t5usLbqMT2z+9nHXlheam8jGULAuVfGOHWm/EzsmPv9kJXlLrZtMH9yhDNnRzl/YXyoWjxFyJGMVik+M0+y2iX6aFWf1a7q6HPzZBnnrTOHHky2X4iMpb0ai2laaDkDUUL00SrCkliXdUaGdWHiWLfjcSGEwDxVxjxVxl7pEP7oPuFHNVQYDwiFkFIbwR1T+2NSU7hwTISrDZbaP5NB2Nt361cvKiYW2ywagvx3BO6dBuZ0HjvvYFmSg4ZuJbUOwrUwZos4Xz2HdXGK3m99QFhdIbq2osnGA56OgZoxunOpbYgXG0Oi8Zyi3w/54P1lVpY7FEsO7iHO6ldrXd57Z2lw27YN3vjULMWnOPdiA0op1us9Wk2fsfEsE5N5Ll+ZYmxoJHtmIITAmMjrUe4/dYpkqY0KYowTI0+sRGFv6UBJltpa0i85WOcncL9xEfOYyc5Rw5jMY/xiBfutMxBEYOsQP0x5aOIvhGBmtsj0zEV6QYyfKGj5mLv4WvaCShTJYhvj3Cj2p+cRhsSYTUMM/8n7aWLyCuaFyW1emMGMk2HZ5KXEkFo+h1BK8f67y6zWuiilKI8eXIqs1z3eeXtRD91Cp3y++Zm5Z4JkBH7E/Xst+v2I+RMlLrw6wU/99KkhyXiGIYTAmClinio/UR+EcLWqYcwVie81kJM57KszZP/t1547krEVMmcjy1lkzta5G0egLgohsD93AmO2iFrr6qTiAyKpdcA1MWeKmFvm0hiTebK/dhX78jSylCG6tqIDB1OoXoDM2EMj6EuKIdF4DrGy0mFpsUVjvcfEIcKUmo0+P/nRwmCmgmFoklF4grkCO0EpRaPRY+F+m0LB4dTpMp/+7DxXX5s50rTDIV4s2G/MYkwXdZz5a7Nk/q3XkPuMxX/ZYMyVME+PIkazxIvtA71WezPaGLNFrE89nIEiR7Nkfu0q1uUp5HhWk41+qF87VDReagxLJ88ZlFLc+LjOer1HseQeOIWy3fL58Q/vDzIypBS88alZSk9ZyQjDmNpKlyRRzM4XmZ0rcunys2FGHeLZhnAtMt+4SLzYxnpt5qm1rz4P2FA1olt1oveWUDOFhzwduyFZ7YJtYM4UsS5N7fgcWXLJ/NpV+MdpGeXDFYzz49CPtEdjqEq+lBjuxZ8z1Fa61Ne6eF7AiVMjB3pttxPwox/eJ4oSQO909FC043eBK6UGU0+jSE86jbZcwiCmWHKZmMhTuTjB3PzhQ8eGePlgzJWO3Xz6osCYK2GeGiVeaBEvtjFPPTrbRHszWhiny7qDZ49WZZl3yHzrCuKffEAoBXF1BRwDkbcR2WGH2MuIIdF4jqCU4sYna6yvazXjIJ0XPS/kRz+4T5i2mQkBV1+fPlbfQ6vZp93yByPUpRQYpsQ0Zdq7L8lkLExTzxyZnMxz+co02Sec2jjEEC8TBqrG7Q1Vo/hIFShZe7SasRUya2uDqCXBkCR1D2NsfwmiQ7x4GBKN5wi1Wpe11S5e92BqRr8f8aMf3Ns2ffXSleMN4lqv92i3+oxP5LEsTSoMQ+K6Jo5j6qVr4roWjmOSyZgUiu4wxXOIIZ4AjPmtqkZrT1VDJYpkYYuasU+/lHBMPbjOlES31pHThaPa/CGeMwyJxnMC7c3QakbhAGpG4GuS0ettkoyLlyaZmS0e16YOSMbsXInzlQkmp/K4rg4DGp7RDDHE08dBVI2k7oElMaeLWJemD/Y+toH7zUvEiy2MqSHReFkx7Dp5TrCaqhndbsDIPo2bYRjzox/ex+uGg/suVMaZO2SC6H6wXvcGJOPipUnOXxinVHJxHpE2OMQQQzxZbKgaugOlteNzlErVjNkS1puzhzLaCkNizo/sWwkZ4sXDkGg8B9jmzSg6+xpuFkcJb/9ogU47GNx39pVRTh7RUKudUK97tFu+JhmXpzhzbuzY3muIIYZ4PAxyNWY2cjXih56j1jwwBMZMAevKzFPYyiFeBAyJxnOA1dUuq7VUzdjHeO0kUbzzk0Wajf7gvlOny5w5O3ps21ive3TaAbNzJS5dnjrW9xpiiCGOBsb8llyNpe2qhlJKlzxmi9hvzA3bhoc4NIZE4xmHVjPqNPapZujU0CXWVr3BfXPzRV65MHYspQul9MAzTTKKXLo8xekhyRhiiOcC21SN1e2qhqp7IATGdAHr6sG8GUMMsRVDovGMY23VY7XWodMNKD1CzVBKUb1WY3mpM7hvcirPq5cmj41krNd7dDpDkjHEEM8rdlI1lFLECy2MuSL2m3P/f3v3HiRrXtd3/N2X6cvM9G3OdS7nnD3s5Qe7C3t2F5TCIIu4RFABLS8xilGTUqsCWCJRE4rsLpSElEGQsImGkBKiqUCBUiFilRSyApIYRYlR9Kfr3s6cObc9M33vp2/Pkz+ep3t6ei5nZvrpM7fPq+rUc7qfy/52nvNMf/v3+/5+320v6iWyEQUa+1gvN6PXmxG/SW/G03+/zOJzpf7rmWNp7n3JqbEGGbUgyLjn3tPcdl5BhshBE4lESLxsYU2vhrfSgAjETmWYeLFyM2Q0CjT2seUbdT83o3rz3oyLzxV56u+X+6+z2SQvuTBHNBr+LR4MMmaDIOPcGJNMRWS8YmfyxG8r9GegdJdK/kyTC3NEkurNkNEo0NinBmeaTGe27s24crmC/evr/deTUxNceHD+pj0gu23XsoIMkUPF79XwczXc6/7Qa+x0hsR9c3vcMjkMFKruU8s36ly/VqNWbbJwdvNVQG88X+Ov/t+V/utkKs4DD87vuNjadrRaXZ6/XsV1UZAhcsj0ejW6S2WiuSQT96k3Q8Khf0X7UG+myc16M0rFBv/36960T0IAACAASURBVJfx/EKsTExEeeDBeVLpcAsXeZ5HqeRQXG6Qy6c5fnyKF959kvkFFbESOSx6vRqd54pEpxIk7lNuhoRDgcY+tLLc4Pq1KtVqkzNnN/4wr1abfP3PlnCDcu+xWIQLD84zNR1uQbJWq8v1a1U8D+bmc8zOZbn73lOkQw5mRGTvxc8WmHzDPX6l1ZSecQmHAo19qDfTJJNJEo+vHwJpNNr8+Z8u0W6vlnt/yf1z5La5NPl2eJ5HqehQXHHIF1IcOz6FeaHKt4scdnGt6CshU6Cxzywv17l2rUplk96Mbtfl619bWlOJ9d6XnOLYscnQ2tBqdbh+rQbA3EKWubksL7pHvRgiIrJzCjT2maee3Lo349JimVpttX7JC+8+yamQyi+v9mI0yBfSHDs+xQtfdJK5+ax6MUREZFcUaOwjK0FvRrXSZGGDCqvdrsszT6+ulTF/JrfhcbvRbnW5erVKJALzCzlmg5U+UxqnFRGRESjQ2EeefbZIqegwNZ0gvkFJ5UuLZVpNvxZBNBoJrXBZ0+lw5XKFbC7FiZNTvPBFp5idy6gXQ0RERqZAY59wnDbXrlSolB3m5rPr9ne7Ls8O9mYsZEmlRr999XqLa1erHD8+xdx8jgsPzKkXQ0REQqNAY59YvFiiUmmSSMZIbLBIztJimWbQmxGJRDgXQl2RSqXJjes1Tp3OsHAmz333z26YFyIiIrJbCjT2Adf1uLRYolxyyOXXT1Fdn5sxem9GcaVBsegwO5fltvMz3PPi00SjGioREZFwKdDYB65fq1IuOXQ67oYLbi1dWtubMUqVVM/zWL5Rp1ZrMz+f5Y67jnOXOaF8DBERGQsFGvvA4sUS5bJDJptc94Hf7bo889RK//UouRme53HtapV222V+3l8bQ6XdRURknFS9dY/Vqq1gufEWmWxy3X6/N8NfnCsSiXDbC3ZXxMx1XS4vVXC7HvMLOS48MK8gQ0RExk49Gnts8WKRSqVJOj3BxNCUVtfdqDdj5zNCOh2XK5crJBIxZmezXHhgjmPHp0Zuu4iIyM0o0NhD3a7L0qUy5bKz4RLilxZH781ot7pcvlxmairJ7GyG+1+6EGpNFBERka0o0NhDVy5XKJcdPM8jPbm2p8J1XZ55erTejGazw5WlCvlCmtm5LA88OM/kVLjVXUVERLYycqBhjPG2cdjHrLU/to1rXQAeBV4JZIBngN8C3metbe6+lfvTxeeKlMsO2WxqXRLo0mKZptPrzYDbzu+sN6PRaHP1cpVjxyeZX8hx/4PzJDdYn0NERGScwvjkeWyT9yPAz+IHDH9ws4sYY14OfBFIAJ8GLgKvxQ88vtUY81prbTeE9u4LpZLDynKder3N8aF8Cdd1eXpNb0aO1A4qp9ZqLa5fq3Hy1BQLZ/JceGBOC3GJiMieGDnQsNY+utH7xpifww8yft1a+/FtXOr9QAr4Pmvtp4NrxIHPAQ8DPwT85qjt3S8WnytSLjeZmkoQi6+d/LN0afe9GZVykxs36pw+Pc3ZcwVefN8ssZgmF4mIyN4YyyeQMeYe4L3AU8Dbt3naNwErvSADwFrbAT4SvHxFqI3cQ70ETX/YZO2UVtd1eXpgpsncDnozisUGyzfqzM1leMEdx3nJhTkFGSIisqfG9Sn0AfwhkLdYa+vbPOcGkDXGDH99nwu218Nq3F5bWipTKTeJRSMkhxbfGu7NOL+N3ozeap/lol+Q7S5zknvuPaUlxUVEZM+Fnh1ojHkd/lDH5621v7eDUx8H3g18whjzNvwcjW8HHgGWgY+G3da94HkeixeDJNDc2iRQ1/V23JvheR7PX6/hOB3mFnK86O5T3Ha+oCXFRURkXxhHj8YvBNv37OQka+17gLcCrwL+GqgCnwEuA99srX0uzEbulZXlBsWVBk2nw3Rm7VTTnfZmuK6/pHir1WV+PsdL7pvl/AtmFGSIiMi+EWqgYYy5Hz9Q+LK19ss7PPfVwC8CHfwprR8A/hi4G/ioMeZQrJd9MUgCnc4kiUZXf/yu6/HMU6sVWufms1v2Zriuv9qn63r96asLZ/JjbbuIiMhOhT108uPB9vGdnGSMWQB+F6gDF6y1fzew71H84ZOPA98VTjP3huN0uHqlQqXsMDufXbPv8lIZZ3CmyQs2j6tc1+PypQoTEzFm57SkuIiI7F9hD528EagBn93heW8G0sAvDwYZgceAJ4HvNMbMjt7EvXNpsUSl0mQiEVuzeJbneVx8rth/PTefJb1Fb0al7BCJRphfyPHSb1pQkCEiIvtWaIGGMeY+4Czw2R3MNOk5F2y/MbzDWusBfzV03IHjuh6XFv1y8MO1RkpFh2ql1X995tzmQyCu67Ky4jBzbJI7zQly+fTY2iwiIjKqMHs0eutcfGkX514JtmaT/XcG28u7uPa+cP16lXKpQbvtrqs3snix1P97YSbN9PT6cvE9pWKTVCrOsZlJ5oaGX0RERPabMAONlwbbr+3i3E8CLvAOY8z5wR3BVNe7ga9Ya58drYl7Z/G5EqVSk0w2uWZ9i1azw9Ur1f7rhTO5Ta/R7bqUig4zM5PcfucxrZMhIiL7XpjJoHcE20tbHWSMeQh4CPi6tfYzANbabxhj/gX+MuR/YYz5beAa8DL8WSxXgJ8Isa23VK3W4vr1KrVqk/mhQOLSpTKe59elSyZjnDg5vel1ikWHyckJjh2f5NTpzFjbLCIiEoYwezROBNvilkf5QcYjwJsG37TW/gp+EbU/At4A/Ax+TsaHgfs3SBI9MBYvFqmUmyRTcSYmVoubeZ7HpYFhk/mF3Ka9FJ2OS7nkUJhJc/udx7VWhoiIHAih9WhYa+/e5nGP4ldk3Wjf54HPh9Wm/cB1PS4v+VNaC8cm1+zrregJ/pTW+YXNh02KKw2mp5McPznNiROaZSIiIgeDKm6NWbHYoFZt0um4TE6unbK6+Nxqb8aJk9Pr6p70tNtdqpUmhZk0d6o3Q0REDhAFGmN29UqFarXF5HRiTYBQr7W4cWN1FvDC2c17M1aWG2SySU6dyjAz1CsiIiKynynQGCPP82uR1KotpoentC6u9mZMTSUoFDZeD6PV6lKvtcjn09xx57GxtldERCRsCjTGqFh0qFaatDvdNXVLul2XpcVy//XCmdymwyEry3WyuRSzc1ktziUiIgeOAo0xunalQq3WYmoqsWY2ydUrFTodF4BYLMLs/MZTVZvNDo16m3zBn2kiIiJy0CjQGBPP87gaDJtMDQ+bDCSBnp7LEo/Hhk8HYPlGnXwhzfxCjkxm89VCRURE9isFGmNSLvnDJq12l/TAbJNS0aFcbvZfb7YSqNNo02p2yefT3H67cjNERORgUqAxJlevVqnVWkxOTqwZNlm8uLqeWT6f2rCnwvM8lpf93oyFM/l1tVFEREQOCgUaY+B5HteuVKhWm0xNrwYJrVZ3bV2TsxtXaW3U23TaLvlCmhfcMTP29oqIiIyLAo0xqJSblCtNWs0uk5OrgcbSpTKu69c1SSRinDy1vq6J35vRoDAzydlzeVKpiXXHiIiIHBQKNMaglwQ6ObU6bOLXNVkdNplbyG5Y16RWa+G5Hvl8mvPn1ZshIiIHmwKNkPWGTXrTWntuPF+n0ej0Xy9sUNfE8zxWgt6Mc+cLJJJhFtcVERG59RRohKxabVEuOzSdDpNTq8Meg0mgJ05OrVnAq39upUUkEqFQSHPutsItaa+IiMg4KdAI2bWrfm9GenKCaNT/8TbqbZ6/PlDXZIMprZ7nUSw2KBTS3Ha+sKacvIiIyEGlQCNkV6+sX6RrsK7J5OTEhoXRGvU2eJDNpTadjSIiInLQKNAIUbXapFRycAaGTfy6JquBxmZ1TYpFh1w+xcKZnHozRETk0FCgEaJepdZUOk4sFu2/1277dU2i0Qiz89l15zWdDq1Wl2w2xdlzys0QEZHDQ4FGiK5eqVKrrV2ka/HiQF2T2cyGvRXFYoNcLsXsfJb0BkmiIiIiB5UCjZDUay1KxQZOo9PPz6jVWpSKTv+YjZJA2+0u9XqbbC7FbZppIiIih4wCjZD0apsMDptcXir3909PJ8hk19c1KRUdMpkkJ09Ok8mmbll7RUREbgUFGiHpTWvt9WZ4nsflpUp//+x8dl0SaLfrUqk0yeVT3HZevRkiInL4KNAIQaPRZmWlQaPe7ldaXVlu0HT8lUAjET8/Y1i51PSnu85MbTjlVURE5KBToBGCa1er1Gstkqk48bj/I10aGDY5dnyS5NBy4q7rUS455PP+Al0bTXkVERE56BRohODqlQrVgUW6Oh2Xa1dXy8HPzq2f0lqtNJlIxMjl05w6vb63Q0RE5DBQoDEix2mzvFynUW/3p7Veu1rF7frl4OPxKMdPTK05x/M8SkWHfD7FudsKG1ZxFREROQwUaIzIHzZpk0jG+sMmly+tDpucms30Z6H01GttiPjLjc8vrO/tEBEROSwUaIyot0jXdNCb0UsM7ZmbWz8sUiw2yOfTnDmTJx7XcuMiInJ4KdAYQbPZYXm5Tr3W7udnDK6dMTk5QTa3dm0Mp9Gm03bJ5lKc0XLjIiJyyCnQGEFvtkkiESM+EfPXzri09doZveJpc3NZUqn48CVFREQOFQUaI7gWrAbaSwItFR0ajXZ//+zQ2hmtVhen0SabTXFOC3SJiMgRoEBjl1qtLjdu1KkPBBpLA0mgMzNpUkMF0krFBplsklOnM0xPr1+OXERE5LBRoLFLKyt1nEaLWDzKxESMbtfl6uDaGUPl4Lsdl2q1RS6XVm+GiIgcGQo0dqm04uA0Ov08i+vXanQ7LgCxWISTJ6fXHl9ymJpKcOz4JIVC+pa3V0REZC8o0NillWIDx+mQSvnDI4NrZ5w8nSEWX/3Ruq5HudxboGtGy42LiMiRoUBjF7pdl3LJwXHapNJxmk6HGzfq/f3Da2dUyk2SiTj5fJqTp6aHLyciInJoKdDYhXLJodnsEIlEiMejXL682puRSsfJDwyNeJ5HqeSQL6Q5q+XGRUTkiFGgsQvFooPT8HszgLVrZ8ytXTuj0egQATKZJHPzuVvdVBERkT2lQGMXiit+fkYyFadSblKrtfr7ZtcNmzhksklm57P9WigiIiJHhT75dsjzPIoDiaBLA0uO5/MpJicT/dedjku91iaTTbFwJr8XzRUREdlTCjR2qFZr4TTadDsuExNRrl5eu+T4oEq5ydR0guPHJ8lktECXiIgcPQo0dmhw2OTG83XabX/tjGg0wqmBGSWe509pzao3Q0REjjAFGjtULAbTWlPxNZVaT5ycIj6xWvK9Xm8Ti0bIZpOa0ioiIkeWAo0d6vVoxGIRnr9e678/NzRsUi45ZLIp5uZzxGL6MYuIyNGkT8AdaDY71KpNWs0uKysNPM9/P5mMMXNssn9cu92l6XTIZJPMn9GUVhEROboUaOxAsdig2ewQn4hy9fJqAbXTQ2tn9JJAT5yYZmoqsdGlREREjgQFGjvQK6QWASqVZv/9ubnVYRPP86iUm0ESqHozRETkaFOgsQO9QmrNZrf/3tR0gqnp1V6LWs0vHZ/NpThxUkmgIiJytCnQ2KbBQmqDK4EOl3wvl5rkcinmF3KqayIiIkeeAo1tGiykVi45/fcHC6i1Wl1azQ7TmSTzCxo2ERERUaCxTb1CatFYBMfp9N8f7NGolB2mM0lOnpwmnZ7Yi2aKiIjsKwo0tqm3fkartZqfkU5PkEz5FVxdN0gCzaVYOKveDBEREVCgsS2DhdQa9Xb//Xwh1f97rdoikYiTy6U4dmxqL5opIiKy7yjQ2IbBQmrl8mp+RmFmddikXHbI5pIsKAlURESkT4HGNhRXHH/Z8XiUem2gRyPvBxrNZod222U6k2JOSaAiIiJ9CjS2wR82adNpr+ZnJBIx0pN+wmel3CSTSXL69DTJZHyvmikiIrLvKNDYhlKQCNporPZmFGbSRCIRXNelWmmSzSZVDl5ERGSIAo2baDY7VINCatXq6kJdvWGTaqVFMhknn0+vydkQERERBRo31SukFo1CdaC+Sb6QxvO8IAk0xcLZ/JrCaiIiIqJA46Z6hdS6Xa9fFj4ejzKdSdBs+u9PZ5JrCquJiIiIT4HGTfQKqQ2uBpovpIKlyP0k0NnZDBOJ2B62UkREZH9SoLGFzQqp5fNpul2XWq3lD5soCVRERGRDCjS20Cuk5nn+FNaefCGN43RIJmLksily+dQWVxERETm6FGhsoVdIzcPDdf0EjWg0QjaXwmm0SaUmKMxMKglURERkEyOvLmWM8bZx2MestT+2jWsVgHcC3wvMAUvA54FHrbWXR2nnbvQKqTWbq/kZuVyKaNSv4FoopNeUiRcREZG1wljG8rFN3o8APwtkgD+42UWMMaeALwF3Ab8PfAp4APhJ4LXGmJdaa2+E0N5tGSyktmbZ8UIa1/VoOt2gR0OBhoiIyGZGDjSstY9u9L4x5ufwg4xft9Z+fBuX+hB+kPFWa+2HB67zCPAo8PPAL4za3u3qFVLrtLuUB/MzZtI0nQ6JRIzJqQSplJYcFxER2cxYPiWNMfcA7wWeAt6+jeMXgO8HvjgYZAQ+CNwO3NKhk14hNYBuxwUgEvGHTsplh1Q6TqGQVn6GiIjIFsb1dfwDQAJ4i7W2vo3jX48/1PKJ4R3W2hLwo+E27+Z6wyat1mohtUwmSTwexWl0yGZTys8QERG5idADDWPM64CHgc9ba39vm6fdF2z/0hjzw8DPAPcCZeB3gHdZa58Pu61b8QuptWnUB/IzZvxlx5tOh9SpuAINERGRmxjH9NZeHsV7dnDOXLB9B/Bx4BLwa8BzwE8DXzXGzITWwptoBYXUmk6HylB9k2azSyweJZ2eYHo6cauaJCIiciCF2qNhjLkfeBXwZWvtl3dw6nSwfSPwXdbazwXXiwD/Efgp4H34M1DGrljsLdTlrRk6yefT1GstUim/WqvyM0RERLYWdo/Gjwfbx3d4Xu/T/FO9IAPAWuvhzzZxgB8wxtySBcaKKw2cRod2kAQKMDWdIJGI4Tgdf1qrhk1ERERuKuwP7jcCNeCzOzyvFGz/ZHiHtbYMPAnkgBMjtW6beomgTmOwkJqfn+E4bdJp5WeIiIhsR2iBhjHmPuAs8NltzjQZZIPtZkkPvfd3et0d63ZdSkEhtepAfkYhn6Ld7hIhQio9QTan+iYiIiI3E2aPxiuC7Zd2ce4Twfbh4R3GmOPAeeBpa21ld03bvl4htW7HHSoNn8ZpdEil4v1lyEVERGRrYQYaLw22X9vFuU8A3wBeZYx5c+/NICfj/cAE8JFRG7gdpZLj52d0V/MzUuk4qfSEn5+RntCwiYiIyDaFOevkjmB7aauDjDEPAQ8BX7fWfgbAWusaY34E+ALwMWPMDwJ/Exz3IPBV4N+F2NZNdbsuruuuXT8jCCycRptcLqVEUBERkW0Ks0ejl6hZvMlxDwGPAG8afNNa++fA/cBv4BdTewt+AuhjwGustW1uoVq11f97oZCm0+7SdT2SqQlyeQUaIiIi2xFaj4a19u5tHvcofpG0jfY9C/xEWG3arc5G+RmOn5+RzfrLkIuIiMjN6RNzA4OzTRKJGJOTEzQabZWFFxER2SEFGhsYXnY8EongOB2tnyEiIrJDCjQ2UK2s5mfkCym6XZd2u0syGaeg/AwREZFtU6AxpN3uUq8PBhpBfkYyznQmSSIZesFbERGRQ0uBxpCrV6p4nv/3WCxKJpPECfIzNGwiIiKyMwo0hly5XO7/PV9I9fMzUuk4hcLkHrZMRETk4FGgMeTy0uoq5/lCGtf1aDrdoEdD9U1ERER2QoHGgE7H5drVav91oZCm6XRIJKJMTiVIpyf2sHUiIiIHjwKNAZcWS3Q6fo2TSASyuSQNp+3XN8n7wygiIiKyfQo0Blx8dqX/98mpBNFotF+xtTCj/AwREZGdUqAxIJtbzcHI51N4nkezqYqtIiIiu6VFIQa8+L5ZHv6OO3nyb2+QzSVpNrvEohHS6QmmpxN73TwREZEDRz0aAyKRCC+4/RjHjk8G01p7+Rlp5WeIiIjsggKNLfj5GRMUNGwiIiKyKwo0tuA4bRVSExERGYECjU20Wl0gQio9sSZJVERERLZPgcYmmo4/rTWXSxGNKj9DRERkNxRobML1PNKa1ioiIjISBRpbSKXiSgQVEREZgQKNTUSjEZLJOLm88jNERER2S4HGJlLJONlcing8ttdNERERObAUaGwildb6GSIiIqNSoLGJVDpOfkaBhoiIyCgUaGwgEomQSsYp5BVoiIiIjEKBxgaSyTjTmSSJpGrOiYiIjEKBxpBYLEoyFacwM7nXTRERETnw9JV9yPxCjmg0wunTmb1uioiIyIGnQGPIxESMs+cKe90MERGRQ0FDJyIiIjI2CjRERERkbBRoiIiIyNgo0BAREZGxUaAhIiIiY6NAQ0RERMZGgYaIiIiMjQINERERGRsFGiIiIjI2CjRERERkbBRoiIiIyNhEPM/b6zbcEsaYciKRyJw9e3avmyIiInLgPPnkk5+11r5hp+cdpaJq9VarxZNPPnlxrxsiIiJyVByZHg0RERG59ZSjISIiImOjQENERETGRoGGiIiIjI0CDRERERkbBRoiIiIyNgo0REREZGwUaIiIiMjYKNAQERGRsVGgISIiImOjQENERETGRoGGiIiIjI0CDRERERkbBRoiIiIyNge+TLwx5keBnwEMUAd+H3intfbZbZ5/Fng38BrgGPC3wOPW2o+Mp8VHRwj35tXAzwPfDEwDS8BngXdba6+PpdFHyKj3Z+haEeALwKuB89baZ0Js6pETwrNTAN4JfC8wh//sfB541Fp7eSyNPiJCuDcXgEeBVwIZ4Bngt4D3WWubY2jynjvQPRrGmF8CPgakgMfxf9H9I+BPjTHnt3H+OeB/Af8Y+CLwYWAK+E/GmPePq91HQQj35seCc74V+F3gQ8Ai8BbgT4wxp8fT8qNh1PuzgbfhBxkyohCenVPA/wZ+Dvg7/GfnKeAnga8aY46NqemHXgj35uX4nznfHZz774EmfuDxOWNMbDwt31sHtkfDGHMf8K+ArwCvsda2gvc/Cfw28KvAG25ymQ/gR/vfaa39XHD+I8AfAD9rjPlv1tqvjel/4dAa9d4E38Y+BFSBl1lr7cC+dwPvAv4t8E/G9f9wmIX07AxezwD/ZgxNPXJCujcfAu4C3mqt/fDAtR/B/0D7eeAXQm/8IRfSvXk/fpDyfdbaTwfnx4HPAQ8DPwT85lj+B/bQQe7ReFuwfXfvhgNYa38H+BLwXcaY+c1ODnoz3gR8tRdkBOc38P8xRYCfGkfDj4CR7g3wevwuxf88GGQE3oP/DeC7Q2zvUTPq/ekLvoF9HLgG/EXYDT2CRv29tgB8P/DFwSAj8EHgvwIaOtmdMJ6bbwJWekFGcH4H6A3VvyLE9u4bBznQ+Dagg3+Dh30BP1DYqiv3oeCYL2yw7ytAK/hvyM6Nem/+Gn98+VMb7OsCbfycDdmdUe/PoH8JvAz4p0AllNYdbaPem9cHx3xieIe1tmSt/VFr7QfDaOgRFMZzcwPIBr22g+aC7aHMPTuQQyfGmARwDnhmk+SZp4LtC7e4zF3B9snhHdbatjHmInDeGJMYjF5la2HcG2vtnwF/tsnu78APMjbbL1sI6dnpXet+4F8Dv2at/YIx5rHwWnr0hHRv7gu2f2mM+WH8pMV7gTLwO8C7rLXPh9TkIyPE5+Zx/MkHnzDGvA24CHw78AiwDHw0nBbvLwe1R2MGP3pc3mR/Kdjmt7hGLyFqq2tEgeyOW3e0hXFvNmSMyeF3/wL8h503TQjp/hhjkvhDJov4Y/4yujDuTe+b8Tvw788l4NeA54Cfxk8GnRm9qUdOKM+NtfY9wFuBV+H33FaBz+APZ32ztfa5UFq7zxzUQCMRbDebCtR7PzXma8h6Y/m5GmMy+LNP7gR+D/gvu2qdhHV/3gPcA/y4tbYaRsMklHvTG1J8I/Dd1trvsda+HX+K+K/jPz/vG7WhR1Aoz00wZf8X8Ydgfgt/QsIfA3cDHz2sQeBBDTQawTaxyf5ksN3qF2AY15D1Qv+5BlNZnwC+Bf+h/EFrrbfbBh5xI98fY8w/wJ86+WFr7R+G2LajLoxnpxtsPzWU5O7h9zw5wA8YYw7q7/69EsZzs4D/ZSkFXLDW/oi19u3W2pcDj+FP5f94SO3dVw7qP7YS4LJ5N1Vu4LjN9LrAtrqGhz+2KdsXxr3pM8a8GPg/wAP4044fttYq6XD3Rro/xpgp4Dfwx6R/MezGHXFhPDu9fX8yvMNaW8bPScsBJ3bZxqMqjHvzZiAN/LK19u+G9j2Gf2++0xgzO0pD96MDGWgEyZlPAWeNMRMbHHJ7sP3GFpf5m6Fj+4JrnvH/U9Ydpa1HTUj3BgBjzLfhzwA6gz+3/HUKMkYTwv15WXDMHUDNGOP1/uD3OAE8Hbx3W4hNP/RCenZ608E3++bde7++8xYeXSHdm3ObHRP0OP3V0HGHxoEMNAJP4D8037LBvtfg90b80Rbn/2FwzEZTWF8ZXPsrozXxyHqC0e4NxphXAv8TPxn3vdbaN2v2T2ieYPf35xn8b18b/bkYHPOrwetiWA0+Qp5gtGfniWD78PAOY8xx4DzwtAL2XXmC0e7NlWBrNtl/Z7A9dOucHORAo5cM+F5jTLr3pjHme/ADhf9hrV3c7ORg3+8DrzLGvGng/DTwS8HLx0Nv9dEw0r0Jlkj+JH4347uste8cZ2OPoF3fH2vtM9baRzf6gz+zAeCDwXsKNHZupGcH/8PwG/i/1948cH4Uf1XKCVYXh5KdGfXefBJ/+OUdw8uVB1Nd7wa+sptaQ/tdxPMObk6dMebDwD/HX8//M8AC8APA88ArrLVPBcc9hL9A19ettZ8ZOP8u/HXnc/j/CBbxVwu9E38cTdP2dmmUe2OMeS/+QlBF/G/Hm3m3hrZ2Z9RnZ5Nr2KnPnQAAAUVJREFUfgX/256Kqo0ghN9r9+MvIJXHX9r6b4LjHgS+CjxkrW3fmv+bwyWEe/N2/ICvir9s+TX84chX4fd4fOsG+RsH3kHu0QB/PvJb8acWvQ3/Zv13Bm544CH8BVHeNHiytfZvgZcDnwb+If4/oBrwz1AtgFGNcm9eF2zzwb7N/hz0f797aaRnR8Zq1N9rfw7cj5+0+wB+IcIc/nDWaxRkjGTUe/MrwGvxh1jegL+g2jn8gp73H8YgAw54j4aIiIjsb/pGKCIiImOjQENERETGRoGGiIiIjI0CDRERERkbBRoiIiIyNgo0REREZGwUaIiIiMjYKNAQERGRsVGgISIiImOjQENERETGRoGGiIiIjI0CDRERERkbBRoiIiIyNgo0REREZGwUaIiIiMjYKNAQERGRsVGgISIiImOjQENERETG5v8DyOWhbwmw2PIAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(query_base_ii, query_stim_30, 'mean_freq', \n",
" colors[2:], labels[2:], filename='lfp_speed_freq_30')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(\n",
" query_base_i, query_stim_combined, 'mean_freq', \n",
" colors[4:], labels[4:], filename='lfp_speed_freq_combined')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Power Familiar"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(\n",
" query_base_i, query_stim_11, 'mean_power', \n",
" colors, labels, filename='lfp_speed_power_11')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(\n",
" query_base_ii, query_stim_30, 'mean_power', \n",
" colors[2:], labels[2:], filename='lfp_speed_power_30')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(\n",
" query_base_i, query_stim_combined, 'mean_power', \n",
" colors[4:], labels[4:], filename='lfp_speed_power_combined')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Speed"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"U-test: U value 31872.0 p value 4.112172727188835e-10\n"
]
},
{
"ename": "IndexError",
"evalue": "list index out of range",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-18-ea7e4968e5a4>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiff\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Stimulated'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m.5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolors\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 21\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbase\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiff\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Baseline'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m.5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolors\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 22\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframeon\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mIndexError\u001b[0m: list index out of range"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 255x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"stuff = 'speed'\n",
"min_speed = results['min_speed'].iloc[0]\n",
"max_speed = results['max_speed'].iloc[0]\n",
"\n",
"f = np.median\n",
"base = np.array([f(a) for a in results.query(query_base_i)[stuff]])\n",
"stim = np.array([f(a).mean() for a in results.query(query_stim_combined)[stuff]])\n",
"plt.figure(figsize=figsize_violin)\n",
"violinplot(stim, base)\n",
"\n",
"plt.savefig(output_path / \"figures\" / \"speed.svg\", bbox_inches=\"tight\")\n",
"plt.savefig(output_path / \"figures\" / \"speed.png\", bbox_inches=\"tight\", transparent=True)\n",
"\n",
"plt.figure(figsize=figsize_speed)\n",
"binsize = 0.02\n",
"bins = np.arange(min_speed, max_speed + binsize, binsize)\n",
"base = np.array([np.histogram(a, bins)[0] for a in results.query(query_base_i)[stuff]])\n",
"stim = np.array([np.histogram(a, bins)[0] for a in results.query(query_stim_combined)[stuff]])\n",
"\n",
"plt.bar(bins[1:], stim.mean(axis=0), width=np.diff(bins)[0], label='Stimulated', alpha=.5, color=colors[5]);\n",
"plt.bar(bins[1:], base.mean(axis=0), width=np.diff(bins)[0], label='Baseline', alpha=.5, color=colors[6]);\n",
"\n",
"plt.legend(frameon=False)\n",
"\n",
"plt.savefig(output_path / \"figures\" / \"speed_histogram.svg\", bbox_inches=\"tight\")\n",
"plt.savefig(output_path / \"figures\" / \"speed_histogram.png\", bbox_inches=\"tight\", transparent=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Table"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"columns = [\n",
" 'power_score',\n",
" 'freq_score'\n",
"]\n",
"\n",
"\n",
"def summarize(data):\n",
" return \"{:.2f} ± {:.2f} ({})\".format(data.mean(), data.sem(), sum(~np.isnan(data)))\n",
"\n",
"\n",
"def MWU(column, query1, query2):\n",
" '''\n",
" Mann Whitney U\n",
" '''\n",
" Uvalue, pvalue = scipy.stats.mannwhitneyu(\n",
" results.query(query1)[column].dropna(), \n",
" results.query(query2)[column].dropna(),\n",
" alternative='two-sided')\n",
" \n",
" return \"{:.2f}, {:.3f}\".format(Uvalue, pvalue)\n",
"\n",
"\n",
"def PRS(column, query1, query2):\n",
" '''\n",
" Permutation ReSampling\n",
" '''\n",
" pvalue, observed_diff, diffs = permutation_resampling(\n",
" results.query(query1)[column].dropna(), \n",
" results.query(query2)[column].dropna(), statistic=np.median)\n",
" \n",
" return \"{:.2f}, {:.3f}\".format(observed_diff, pvalue)\n",
"\n",
"summary_i = pd.DataFrame()\n",
"\n",
"summary_i['Baseline I'] = results.query(query_base_i)[columns].agg(summarize)\n",
"summary_i['11 Hz'] = results.query(query_stim_11)[columns].agg(summarize)\n",
"\n",
"summary_i['MWU'] = list(map(lambda x: MWU(x, query_base_i, query_stim_11), columns))\n",
"summary_i['PRS'] = list(map(lambda x: PRS(x, query_base_i, query_stim_11), columns))\n",
"\n",
"summary_ii = pd.DataFrame()\n",
"\n",
"summary_ii['Baseline II'] = results.query(query_base_ii)[columns].agg(summarize)\n",
"summary_ii['30 Hz'] = results.query(query_stim_30)[columns].agg(summarize)\n",
"\n",
"summary_ii['MWU'] = list(map(lambda x: MWU(x, query_base_ii, query_stim_30), columns))\n",
"summary_ii['PRS'] = list(map(lambda x: PRS(x, query_base_ii, query_stim_30), columns))\n",
"\n",
"summary_combined = pd.DataFrame()\n",
"\n",
"summary_combined['Baseline I'] = results.query('not {}'.format(query_base_i))[columns].agg(summarize)\n",
"summary_combined['Combined'] = results.query('{}'.format(query_stim_combined))[columns].agg(summarize)\n",
"\n",
"summary_combined['MWU'] = list(map(lambda x: MWU(x, query_base_i, query_stim_combined), columns))\n",
"summary_combined['PRS'] = list(map(lambda x: PRS(x, query_base_i, query_stim_combined), columns))\n",
"\n",
"summary_i.to_latex(output_path / \"statistics\" / \"power_freq_score_summary_i.tex\")\n",
"summary_i.to_csv(output_path / \"statistics\" / \"power_freq_score_summary_i.csv\")\n",
"\n",
"summary_ii.to_latex(output_path / \"statistics\" / \"power_freq_score_summary_ii.tex\")\n",
"summary_ii.to_csv(output_path / \"statistics\" / \"power_freq_score_summary_ii.csv\")\n",
"\n",
"summary_combined.to_latex(output_path / \"statistics\" / \"power_freq_score_summary_combined.tex\")\n",
"summary_combined.to_csv(output_path / \"statistics\" / \"power_freq_score_summary_combined.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Baseline I</th>\n",
" <th>11 Hz</th>\n",
" <th>MWU</th>\n",
" <th>PRS</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>power_score</th>\n",
" <td>-0.03 ± 0.01 (208)</td>\n",
" <td>-0.03 ± 0.01 (208)</td>\n",
" <td>32624.00, 0.000</td>\n",
" <td>0.18, 0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>freq_score</th>\n",
" <td>-0.01 ± 0.01 (208)</td>\n",
" <td>-0.01 ± 0.01 (208)</td>\n",
" <td>37221.00, 0.000</td>\n",
" <td>0.21, 0.000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Baseline I 11 Hz MWU \\\n",
"power_score -0.03 ± 0.01 (208) -0.03 ± 0.01 (208) 32624.00, 0.000 \n",
"freq_score -0.01 ± 0.01 (208) -0.01 ± 0.01 (208) 37221.00, 0.000 \n",
"\n",
" PRS \n",
"power_score 0.18, 0.000 \n",
"freq_score 0.21, 0.000 "
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summary_i"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Baseline II</th>\n",
" <th>30 Hz</th>\n",
" <th>MWU</th>\n",
" <th>PRS</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>power_score</th>\n",
" <td>0.04 ± 0.01 (136)</td>\n",
" <td>0.04 ± 0.01 (136)</td>\n",
" <td>12586.00, 0.000</td>\n",
" <td>0.08, 0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>freq_score</th>\n",
" <td>0.01 ± 0.01 (136)</td>\n",
" <td>0.01 ± 0.01 (136)</td>\n",
" <td>16950.00, 0.000</td>\n",
" <td>0.22, 0.000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Baseline II 30 Hz MWU \\\n",
"power_score 0.04 ± 0.01 (136) 0.04 ± 0.01 (136) 12586.00, 0.000 \n",
"freq_score 0.01 ± 0.01 (136) 0.01 ± 0.01 (136) 16950.00, 0.000 \n",
"\n",
" PRS \n",
"power_score 0.08, 0.000 \n",
"freq_score 0.22, 0.000 "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summary_ii"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Baseline I</th>\n",
" <th>Combined</th>\n",
" <th>MWU</th>\n",
" <th>PRS</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>power_score</th>\n",
" <td>-0.03 ± 0.01 (208)</td>\n",
" <td>0.03 ± 0.01 (480)</td>\n",
" <td>67804.00, 0.000</td>\n",
" <td>0.13, 0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>freq_score</th>\n",
" <td>-0.01 ± 0.01 (208)</td>\n",
" <td>0.06 ± 0.01 (480)</td>\n",
" <td>72140.00, 0.000</td>\n",
" <td>0.17, 0.000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Baseline I Combined MWU \\\n",
"power_score -0.03 ± 0.01 (208) 0.03 ± 0.01 (480) 67804.00, 0.000 \n",
"freq_score -0.01 ± 0.01 (208) 0.06 ± 0.01 (480) 72140.00, 0.000 \n",
"\n",
" PRS \n",
"power_score 0.13, 0.000 \n",
"freq_score 0.17, 0.000 "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summary_combined"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Register in expipe"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"action = project.actions[\"lfp_speed\"]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"outdata = {\n",
" \"figures\": \"figures\",\n",
" \"statistics\": \"statistics\"\n",
"}\n",
"\n",
"for key, value in outdata.items():\n",
" action.data[key] = value\n",
" data_path = action.data_path(key)\n",
" data_path.parent.mkdir(exist_ok=True, parents=True)\n",
" source = output_path / value\n",
" if source.is_file():\n",
" shutil.copy(source, data_path)\n",
" else:\n",
" copy_tree(str(source), str(data_path))"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"septum_mec.analysis.registration.store_notebook(action, \"20_lfp_speed.ipynb\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}